Chery’s sub-brand, the iCAUR (iCAR in China), has made its official debut at the Malaysian Autoshow 2025. The automaker previewed three fully electric SUVs – the iCAUR 03, iCAUR 03T and iCAUR V23, with the 03 leading the charge as the first model slated to go on sale within Q3 2025. The iCAUR 03 features […] The post iCAUR 03 To Locally Launch In Q3 At A Starting Price Of RM145,000 appeared first on Lowyat.NET.  ( 17 min )

Google has announced that it will be using AI to both identify and also protect you from “the latest scams” while you are using its Chrome browser. The internet search giant says that the desktop version of said browser will be getting Gemini Nano which works on-device, with the goal of making this also available […] The post Google Rolls To Use AI To Fight Scams On Chrome appeared first on Lowyat.NET.  ( 16 min )

Lenovo officially announced a new Legion 9i (18″, 10) gaming laptop. The machine was launched at Tech World Shanghai 2025 event and boasts some flagship hardware. The new Legion 9i comes with an 18-inch 16:10 LCD display with two resolution options: 4K 240Hz with 3ms GTG response time, and another with Lenovo’s own version of […] The post Lenovo Announces 18-Inch Legion 9i Gaming Laptop With Enthusiast-Level Hardware appeared first on Lowyat.NET.  ( 16 min )

As of Monday, 5 May, all applications for the Malaysian Halal Certification are being processed electronically. This shift to a digital process is part of efforts by the government to meet a growing industry demand. According to Department of Islamic Development Malaysia (JAKIM) director general Datuk Dr Sirajuddin Suhaimee, successful applications will receive digital certificates […] The post Malaysia’s Halal Certification Now Fully Digital appeared first on Lowyat.NET.  ( 15 min )

The Land Public Transport Agency (APAD) has issued cease-and-desist letters to two e-hailing platforms, inDrive and Maxim, for allegedly operating without proper authorisation in Malaysia. This was revealed by Transport Minister Anthony Loke during the reopening of the track for cargo service operations for the Kempas Baru-Pasir Gudang route today. “Effective 24 July, inDrive and […] The post APAD Orders inDrive, Maxim To Cease Operations Starting 24 July 2025 appeared first on Lowyat.NET.  ( 16 min )

vivo released its X Fold3 series last year, and is now reported to be launching the X Fold5. While the Pro version of last year’s series received a limited global release, the base model was only launched in China. However, only foldable from the brand will reportedly be released in the Chinese market. As per […] The post vivo X Fold5 Global Specs Leak; May Pack 6,000 mAh Battery appeared first on Lowyat.NET.  ( 16 min )

It looks like the Sony WH-1000XM6 headphones have been outed in all their glory. Product renders of the headphones were obtained by The Walkman Blog, and shows the products in three colour schemes and more importantly, sporting a foldable design. It’s safe to say that the leaked renders fully confirm that Sony is reverting to […] The post New Sony WH-1000XM6 Renders Confirm Foldable Design appeared first on Lowyat.NET.  ( 17 min )

Grab is aiming to finalise the acquisition of its Indonesian competitor GoTo in the second quarter of this year, according to a Reuters report. The proposed deal, which could be worth around US$7 billion (~RM30.2 billion), would mark a significant consolidation in Southeast Asia’s tech and mobility landscape. Reuters adds that Grab has hired advisors […] The post Grab Reportedly Aiming To Finalise GoTo Acquisition Deal By Q2 2025 appeared first on Lowyat.NET.  ( 15 min )

Smart, a well-known name in Malaysia’s electric vehicle industry, previewed its Smart #5 and Smart #1 Brabus edition yesterday at the Malaysia Auto Show (MAS 2025). The #5 is offered as a mid-size electric SUV and the Brabus #1 is only limited to 20 units in Malaysia. Now, let us see what these models have […] The post Smart #5 Debuts In Malaysia Alongside Smart #1 Brabus Edition appeared first on Lowyat.NET.  ( 17 min )

Pengurusan Air Selangor Sdn Bhd (Air Selangor) has launched its upgraded Air Selangor 2.0 app, which will enable users to report pipe leakages. This was announced by the company’s chief executive officer, Adam Saffian Ghazali, who states that the new app feature can be used by the 9.62 million water consumers across Selangor, Kuala Lumpur, […] The post Pipe Leakages Can Be Reported Via Air Selangor 2.0 App appeared first on Lowyat.NET.  ( 16 min )

Razer has announced new peripherals which it says will be “revolutionise mobile gaming”, but the things being launched are a keyboard and a mouse. Or more specifically, the Joro and the Basilisk Mobile respectively, so maybe the company meant portable rather than mobile. Starting with the new entry, the brand claims that the Razer Joro […] The post Razer Launches Portable Joro Keyboard, Basilisk Mobile Mouse appeared first on Lowyat.NET.  ( 17 min )

Get ready, “The Last of Us” fans! Season 2 is finally here, and with it comes a whole new chapter of emotional storytelling, heart-stopping action, and the unforgettable world of Joel and Ellie. Whether you’ve been with them since the beginning or are just jumping into the story, now is the perfect time to immerse […] The post Unifi TV x Max: Unlock the Full “The Last of Us” Season 2 Experience appeared first on Lowyat.NET.  ( 19 min )

Touch n Go is reminding its customers to be wary of scammers pretending to be representatives of the company. In a recent notice issued via Touch n Go’s Facebook page, it stressed that no agent or individual has ever been appointed to collect personal information or identification documents from customers. Additionally, the company emphasised that […] The post Touch n Go Warns Of Scammers Impersonating Company Agents appeared first on Lowyat.NET.  ( 15 min )

When the Nintendo Switch 2 was announced, many of us knew that NVIDIA had a hand in its creation but the gaming brand was elusive about the specifics of the hardware running it. Now, thanks to a well-known chip analyst, they’ve posted a dieshot of the chipset in question, labelled as a T239. Now, the […] The post Dieshot Of Nintendo Switch 2 T239 Chipset Appears; Based On NVIDIA Ampere Design appeared first on Lowyat.NET.  ( 17 min )

Death Stranding 2: On the Beach got its release date announced, with the game coming on on 26 June. Being a PS5 exclusive, at least initially, PlayStation has taken the opportunity to announce a limited edition DualSense controller to go with it. Though the limited edition nature of it also means a higher than usual […] The post PlayStation Unveils Death Stranding 2 Limited Edition DualSense appeared first on Lowyat.NET.  ( 16 min )

Alongside the Tiggo 7 and Tiggo 8, Chery also previewed the Tiggo Cross Hybrid at the Malaysian Auto Show (MAS 2025) yesterday. According to the automaker, the new model is most compact SUV in the company’s product line. In terms of design, it takes inspiration from the petrol variants, notably with the grille with black […] The post Chery Previews The Tiggo Cross Hybrid At MAS 2025 appeared first on Lowyat.NET.  ( 16 min )

The government has agreed on setting up a Digital Asset and AI Advisory Council, with the aim of positioning Malaysia at the forefront of the digital economy world. During yesterday’s PMO briefing, the Prime Minister’s senior press secretary Tunku Nashrul Abaidah said that the council will be made up of experts from inside and outside […] The post Government To Form Digital Asset And AI Advisory Council appeared first on Lowyat.NET.  ( 16 min )

The Great Wall Motor (GWM) Tank 500 HEV has officially made its local debut at the Malaysia Autoshow 2025 yesterday, following a preview at the Kuala Lumpur International Mobility Show (KLIMS) late last year. Marking its arrival as a new entrant in the premium hybrid SUV segment, the seven-seater 4×4 is now offered locally in […] The post GWM Tank 500 HEV Officially Debuts In Malaysia; Priced At RM328,800 appeared first on Lowyat.NET.  ( 18 min )

While many automakers continue to chase fully electric ambitions, Chery is charting its own path with a focus on hybrids. At the Malaysia Autoshow (MAS) 2025, the Chinese automaker showcased plug-in hybrids (PHEV) versions of its Tiggo 8 and Tiggo 7 SUVs. Both vehicles are equipped with the Chinese automaker’s new Super Hybrid Platform (CSH), […] The post Chery Now Offers Tiggo 7 And Tiggo 8 Models As Hybrids appeared first on Lowyat.NET.  ( 18 min )

original: zkJSON Litepaper v1.0 zkJSON makes any arbitrary JSON data provable with zero knowledge proof, and makes them verifiable both offchain and onchain (blockchain). EVM blockchains like Ethereum will get a hyper scalable NoSQL database extension whereby off-chain JSON data are directly queriable from within Solidity smart contracts. Most offchain data on the web are represented in JSON format, and blockchains have been failing to connect with them efficiently for some critical reasons. Blockchains are not scalable to the web level There is no decentralized general-purpose database alternative to cloud databases The current decentralized database solutions are too domain-specific The current oracle / indexer solutions are limited to a great extent As a result, data on web2 (offchain)…  ( 17 min )

Security and trust are both essential in the modern digital age. Using an SSL certificate to secure your website is essential, whatever the if you manage a large eCommerce platform or a personal blog. However, how do you choose the best option when there are so many available, both free and paid? To assist you in making an informed choice, we'll outline the main differences between free and premium SSL certificates in this article. Digital certificate called as an SSL certificate allows a web server and a browser to communicate securely. It guarantees that any information exchanged between the two stays confidential and safe from malicious actors. The padlock icon in the address bar and the "https://" prefix before the domain name are indicators that a website is using SSL. SSL certificate…  ( 6 min )

Read the full article here Why Relying Parties Should Care About Passkey and Password Manager Integration As passkeys quickly redefine secure authentication, relying parties (RPs), from SaaS startups to enterprise platforms, need to understand how password managers and passkey solutions interact. This integration is essential for boosting both security and user experience (UX), especially as platforms like Google Password Manager and Apple Passwords continue evolving. This guide offers software developers and product managers a clear overview of how to implement passkeys with password managers, what to watch out for, and why it matters for online security. How Password Managers Support Passkeys Modern password managers have adapted to handle passkeys, which are now stored, synced, and …  ( 4 min )

Hi! There are plenty of exciting updates to share — important announcements, a collection of fresh blog articles, and a sneak peek at upcoming events you won’t want to miss. Stay tuned for all the latest happenings. The Vonage Developer Relations Team 💜 Announcing Vonage Java SDK v9.0.0 The Java SDK has undergone a massive overhaul, with 39K+ lines of updated code. This major release brings tons of improvements and some breaking changes due to refactorings. AND, we're now at 100% test coverage — just like our Kotlin SDK. Read more Post-Call Transcription by Vonage Is Now in Beta! Feedback Requested There’s no need for early access — everyone can use it now. Check out our sample app and share feedback in the #video-api channel on the Vonage Community Slack. Read more Getting Started With…  ( 4 min )

original: ARJSON ARJSON leverages bit-level optimizations to encode JSON at lightning speed while compressing data more efficiently than other self-contained JSON encoding/compression algorithms, such as MessagePack and CBOR. MessagePack generates the smallest encoded data sizes among existing self-contained JSON serialization formats. However, ARJSON outperforms MessagePack in 90% of cases with random data, with the remaining 10% yielding nearly identical sizes. More importantly, for structured data with repetitive patterns and duplicate values, ARJSON far surpasses MessagePack, achieving up to around 95% better compression rates (20x smaller in size). How could beating the current status quo even be possible at all, let alone by a wide margin? Bit-level optimization over traditional byte…  ( 11 min )

Introduction Field service isn't so simple anymore. It's not all about getting a body on the site anymore—it's about getting the right individual there, with the right equipment, at the right moment. Step forward, Dynamics 365 Field Service. It's created to get your technicians more efficient, your customers more satisfied, and your company wiser. Let's take a look at what's most critical in making all this occur. In essence, Dynamics 365 Field Service is an end-to-end Microsoft solution that enables organizations to provide on-site service to customers at their respective locations. It integrates automation of workflows, scheduling algorithms, and mobility to power technicians and optimize processes. Goodbye spreadsheets and whiteboards. With automated work order generation, work orders a…  ( 5 min )

Creating directories in Ruby can sometimes lead to confusion, especially when subdirectories are involved. If you've run the following code: Dir.mkdir("/Users/Luigi/Desktop/Survey_Final/Archived/Survey/test") unless File.exists?("/Users/Luigi/Desktop/Survey_Final/Archived/Survey/test") and encountered the error: No such file or directory - /Users/Luigi/Desktop/Survey_Final/Archived/Survey/test (Errno::ENOENT) You're not alone. Let's delve into why this happens and how to fix it. Understanding the Issue The Dir.mkdir method in Ruby is designed to create a single directory, not a full path. When you attempt to create a subdirectory without ensuring its parent directories exist, Ruby raises the Errno::ENOENT error. This means that the intermediate directories—here, Archived and Survey—don't…  ( 4 min )

Abstract In our rapidly digitizing world, the lines between traditional warfare and cyber conflict are blurring. Digital currencies like TENDER are emerging as key players in financing and executing cyber operations. This post delves deep into TENDER’s role in modern cyber conflicts, providing historical context, outlining core features, and evaluating practical use cases. We will also discuss the challenges, potential limitations, and future trends in this evolving ecosystem. With insights drawn from cyberwarfare, blockchain technology, and open-source project funding, this article equips technical experts, policymakers, and enthusiasts with a comprehensive guide for navigating the new digital battleground. For further details on the topic, check out the original article. The rise of di…  ( 8 min )

A structural approach to ambiguous input, illustrated through a concept called VPS In my previous post, I introduced a concept called VPS (Virtual Personality Structure). It emerged from a question I kept returning to: What if the key to better AI dialogue isn't about mimicking personality—but about structuring how it behaves? In this article, I’d like to share a small piece of that idea—through a simple, hypothetical code snippet that illustrates one of its core components. When faced with an ambiguous question or emotionally complex input from a user, We may need a more structured way to assess how the system should behave. python if not_resolved(unknown): if can_resolve_immediately: respond_with_resolution() elif can_flag_as_non_critical: acknowledge_and_settle() elif can_return_later: defer_and_mark_spiral() else: hold_and_reflect() This snippet outlines a possible decision process for handling uncertainty. can_resolve_immediately: If the answer is clear, provide it directly. can_flag_as_non_critical: If it’s safe to leave the question unresolved, acknowledge it and move on. can_return_later: If it’s worth revisiting, defer the answer and mark it for later. otherwise: If none of the above applies, pause and reflect without rushing to respond. Rather than focusing solely on the content of a reply, this approach emphasizes the structure behind the decision. This isn’t about making AI more “gentle” or overly accommodating. why they choose a particular response at a particular moment. When behavior is left vague, interpretation falls entirely on the user. VPS isn’t a path to a “correct” answer. I'm not an engineer or an AI expert. Some parts of this perspective might miss certain technical nuances. If so, I’d genuinely appreciate any thoughts, corrections, or suggestions you’re willing to share.  ( 4 min )

Build Dynamic APIs Effortlessly with AutoAPI 🚀 Introduction Are you tired of manually creating RESTful APIs for every new project? Do you wish there was a way to dynamically generate APIs based on your file structure? Look no further! AutoAPI is here to revolutionize the way you build and manage APIs. AutoAPI is a FastAPI-based project that dynamically generates RESTful Mock APIs based on the directory and file structure of a specified root directory. Whether you're prototyping, testing, or building a full-fledged application, AutoAPI simplifies the process of managing resources and records. In the fast-paced world of software development, time is of the essence. Developers often spend countless hours defining routes, managing resources, and handling CRUD operations. AutoAPI …  ( 4 min )

original: WeaveDB Litepaper v0.1 Blockchains are revolutionizing fintech with censorship-resistant and unstoppable networks with decentralization. But so far, their primary use cases are token transfers and their scalability is not even enough for mass financial adoption. However, the internet and the web are composed of data and web3 is an antithesis to centralized data silos beyond financial sectors. Blockchains, as of today, can never scale to the web level. Many have attempted to build a decentralized social network but failed to build fully decentralized ones. This is primarily due to the fact that a practical alternative to web2 cloud databases has not been possible by now. There have been many decentralized database projects, but all of them are domain-specific, such as blockchain i…  ( 16 min )

There are five types of AI agents according to their capabilities and decision-making procedures. Simple Reflex Agents respond according to the immediate percept following simple "if-then" rules with no memory. Model-based reflex Agents are more sophisticated, as they have an internal state that they use to remember previous occurrences to make more effective decisions. Goal-Based Agents are programmed to meet certain goals and make decisions based on the degree to which their actions advance them toward their goals. Utility-Based Agents push this one step further by judging actions on the basis of how well they maximize satisfaction or utility, rather than simply achieving a goal. Lastly, Learning Agents keep getting better and better over time by learning through experience, evolving to handle new situations, and improving their actions. These kinds of agents are the foundation of most AI systems in use today, ranging from chatbots and self-driving cars to recommendation systems.  ( 3 min )

Artificial Intelligence (AI) is not a magic wand for DevOps teams. Even with the best AI tools DevOps Engineers must know, success still depends on strategy and execution. In fact, in many cases, it can introduce more noise than clarity if misused. But when deployed strategically, the role of AI in DevOps and particularly in the CI/CD pipeline becomes a game-changer. AI can significantly improve productivity, enhance decision-making, and free up engineers to focus on more strategic and valuable work. In the full article, TurtleCI dive deep into the top 5 AI tools DevOps Engineers must know to optimize their workflows and stay ahead in an increasingly automated landscape. Top 5 AI tools DevOps Engineers must know to optimize benefit Their selection was based on the experienced adoption in t…  ( 5 min )

✨ Hey Fellow Devs! I’m thrilled to unveil my submission for the Amazon Q Developer "Quack The Code" Challenge, under the Exploring the Possibilities category. 🚀 Say hello to the Alien Interview Simulator, a retro-styled, sci-fi themed web app that lets you test your tech chops by facing off against alien interviewers. Whether you're into Full Stack, Cybersecurity, or Cloud wizardry — there's a domain here with your name on it! 🚀🔮 The Alien Interview Simulator lets users: Choose from 6 technical domains Complete a 2-round interview: Round 1: 5 Q&A questions Round 2: 2 coding challenges Get instant feedback and a final score Review past interviews in a detailed history section Domains Available: 🖥️ Full Stack 📱 App Development ☁️ Cloud & DevOps 🧪 Software Testing 🔐 Cybe…  ( 4 min )

Introduction Debugging a webview can be quite a challenge, especially when you run into issues with your development environment. If you're using macOS Monterey and Xcode 14.2, but want to debug WKWebView content and find the 'inspectable' property unavailable, you're not alone. This article will address your concerns and provide practical guidance on how to resolve debugging issues without needing to upgrade your macOS or Xcode. Understanding WKWebView and Its Changes WKWebView is a powerful component used in iOS apps for displaying web content. Apple introduced new functionalities in its later versions, including the isInspectable property which allows web views to be inspected when connected to Safari's Web Inspector. However, if you are using Xcode 14.2, you may encounter a situation w…  ( 4 min )

I'm working on a voice bot project and need to implement Voice Activity Detection (VAD) with a barge-in feature. The issue arises when the bot speaks and its output is picked up by the mic (since the mic is always on for VAD), causing a continuous feedback loop. I've tried third-party extensions like ElevenLabs, but none provided a solution. I also explored AEC, but there’s no foolproof solution. Even real-time solutions like WebRTC don’t work. Does anyone have a solution for this?  ( 3 min )

OAuth grant type setup for Salesforce from Amazon AppFlow - JSON Web Token (JWT) and Authorization code: This is the last blog of the three-part series on data transfer between Salesforce (Software-as-a-service) CRM and AWS using Amazon Appflow. In Part I, it was discussed an overview of Amazon AppFlow for data transfer from external CRM applications. It also covered sample flow configuration and cost considerations during configuring and executing the flows. In Part II, it was discussed about considerations and observations during data transfer between Salesforce (Software-as-a-service) CRM and AWS using Amazon Appflow This blog will cover in detail about JSON Web Token (JWT) setup and authorization code options for OAuth grant type: JSON Web Token (JWT): As discussed earlier, as per org…  ( 4 min )

🚀 Hiring a software engineer as a startup founder? You don’t need FAANG money — you need clarity, culture, and good communication. Here’s a quick breakdown: Define exactly what you need built. Keep the hiring process lean and real-world focused. Communicate your mission clearly. Showcase your culture online. Offer value beyond salary: growth, ownership, and purpose You don’t need to outbid Google. You need to be the startup they believe in. 🔗 Read the full guide on Medium Let’s make hiring better — one meaningful developer at a time.  ( 3 min )

The common perception of trading often revolves around technical analysis, algorithms, and advanced strategies. While these components are essential, they only represent part of the picture. Trading, particularly in competitive environments, also demands psychological resilience and emotional control. This becomes particularly evident in trading tournaments, where pressure, time limits, and direct competition create a behavioral environment that tests more than just market knowledge. Success in such scenarios is not determined solely by the depth of one's strategy, but by the ability to execute under stress. In trading competitions, participants aren't just battling the market—they're also contending with one another. Public leaderboards, predefined timelines, and fixed capital allocations…  ( 4 min )

I’m building a web app for Restaurant Reservations which will have dedicated URLs and pages with rich text, heavy images, for each outlet. My main goal is to achieve faster webpage speed and performance, along with a strong user experience so that ad campaigns work well and we can retain the customer to book through us. I’m deciding between using React or Next.js, and I’d like to understand which one would be more suitable for me and why it would be better?  ( 3 min )

the markdown-powered beast that turned my cluttered mind into a structured wiki with backlinks and magic Section 1: introduction the brain fog problem Let’s be real for a sec most of us are drowning in digital clutter. You open Notion to “organize” your notes and suddenly spend 45 minutes tweaking page aesthetics like you’re designing a landing page for a failed SaaS. You try Craft and get distracted by the beautiful UI because it’s basically Apple Notes with a Gatsby filter. Capacities? Promising, but slow. And you still can’t remember where you wrote that idea about “building an indie dev SaaS for LLM-powered cats.” We’re knowledge workers in the age of information overload, and ironically, all our shiny productivity tools are making us feel… less productive. Here’s the core problem: the…  ( 13 min )

Let's face it – we've all been there. You're in the middle of an API testing marathon, your team is growing, and suddenly you hit that dreaded Postman free plan limit. Whether it's the 3-API cap, the measly 25 collection runs per month, or the collaboration restrictions that only allow 3 team members, these barriers can bring your development workflow to a screeching halt. Postman has been the industry standard for years, but the API development landscape has evolved dramatically. Today's teams need tools that scale with their projects, offer robust collaboration features, and don't force you into premium plans just to handle basic workflows. In this deep dive, we'll explore seven powerful Postman alternatives that are changing the game for API development teams in 2025. And spoiler alert …  ( 8 min )

next.js was once the golden child of react frameworks. now? not so much. here’s why the hype is fading and what’s replacing it. Section 1: Intro the fall of a frontend darling Once upon a time, every React dev and their dog was shipping sites with Next.js. It was clean. It was fast. It made static generation cool again. You threw your .mdx files into a pages/ directory, ran next build, and went on with your life. Need some SSR? BoomgetServerSideProps() had your back. Need an image optimizer? Already built-in. Life was good. Then came the App Router. Then came React Server Components. Then came Middleware. Then came… existential dread. Suddenly, what used to be a dev-friendly framework started feeling like a PhD thesis in distributed systems. Next.js started promising everything, but del…  ( 10 min )

The cloud giant isn’t invincible here’s why some engineers are ditching AWS for leaner, meaner setups Introduction: rage quitting the cloud boss battle If AWS were a video game boss, it would be the one with 27 different attack modes, a second health bar, and a $437 surprise invoice when you respawn. For years, Amazon Web Services was the obvious choice for developers powerful, scalable, and used by the big leagues. But now? A growing number of devs are hitting the eject button and exploring new terrain. This article isn’t a salty rant from someone who got burned by CloudWatch fees (okay, maybe a little). It’s a real look at how AWS, once the darling of cloud infrastructure, is becoming less attractive especially for indie hackers, startups, and lean dev teams. We’ll break down why develop…  ( 11 min )

Abstract In today’s rapidly evolving digital landscape, the fusion of blockchain and artificial intelligence (AI) is catalyzing significant technological and industrial transformations. This post delves deep into the convergence of these two powerful technologies, exploring their history, core concepts, practical applications, challenges, and future innovations. From decentralized AI and smart contract automation to enhanced data security and transparency, we shed light on how blockchain and AI together redefine trust, efficiency, and reliability in sectors such as healthcare, finance, supply chain, and cybersecurity. This comprehensive guide is designed for technical experts, developers, and enthusiasts looking to harness the power of this digital synergy. The digital revolution is fuel…  ( 9 min )

TL;DR: Top 3 Picks for AI Test Case Management Tools Short on time? Here is my quick pick for the top 3 AI Test Case Management tools in 2025: BrowserStack: With features to generate test cases from simple inputs with AI, you get the ability to execute web, mobile and regression tests on a real device stack. Paired with solid reporting and observability, you get a product that can handle any test management scenario. Qase: Offers a robust test case management tool with AI integrated features that is modern, customisable and extensible. Convert manual tests to automated with AI and integrate with custom reports for a comprehensive testing process. Testsigma: It offers a complete feature set for low-code test generation, management and execution; for web, mobile and API tests with a modern…  ( 11 min )

🔔 What’s New? AWS has announced that AWS Code Pipeline now supports using AWS Secrets Manager inside Commands actions! 💡 Why It Matters Before this update, developers often: Hardcoded secrets into buildspec.yml Stored sensitive values directly in environment variables Used workarounds to pull secrets via scripts This was risky and error-prone. Now, you can pass secrets securely and natively using Secrets Manager — no more secrets in plain text! ✅ Real-World Example: Use GitHub Token Securely Imagine you need to clone a private GitHub repo inside your pipeline. 🔐 Step 1: Store the GitHub token in AWS Secrets Manager Key: github-token ARN: arn:aws:secretsmanager:us-east-1:123456789012:secret:github-token-Abc123 ⚙️ Step 2: Reference the secret in your Code Pipeline YAML Actions: - Name: ClonePrivateRepo ActionTypeId: Category: Test Owner: AWS Provider: Commands Version: 1 Configuration: Commands: | echo "Cloning repo..." git clone https://git:$GITHUB_TOKEN@github.com/yourorg/private-repo.git EnvironmentVariables: - Name: GITHUB_TOKEN Type: SecretsManager Value: arn:aws:secretsmanager:us-east-1:123456789012:secret:github-token-Abc123 ✅ Your GitHub token is injected securely as $GITHUB_TOKEN without ever being exposed. 📌 Key Benefits 🔐 Improved security: No plaintext credentials in code ⚙️ Easier automation: Seamless secret injection in pipelines 📉 Reduced risk: Centralized and managed secret lifecycle 💬 Share Your Thoughts Have you tried using Secrets Manager with CodePipeline yet? Drop a comment below or share how you're securing secrets in your CI/CD pipelines. 👇  ( 3 min )

Following on from the previous post I decided to attempt to use protobuf rather than json to transmit the data between the producer and the consumers. The updated repo can be found [C# Image Resizer Using ZeroMQ and Protobuf].(https://github.com/deltastateonline/ImageProcessor/tree/Using-Protobuf) I found this starting point on using protobuf in c# from Fast and efficient data serialisation with Protocol buffers (protobuf) in .NET. The first step is to add the protobuf-net package then define a class for the Image data definition. This class definition is an exact duplicate of the original, but with the required protobuf annotations. using ProtoBuf; namespace Common { [ProtoContract] public class ImageDefProto { [ProtoMember(1)] public required string Id { get;…  ( 4 min )

When it comes to working with SQL, optimizing queries for performance is a common concern, especially when dealing with large datasets. In this article, we’ll explore various methods to efficiently count data in SQL and shed light on why certain approaches may yield similar performance results. Let's dive into the question: How can we optimize SQL queries for counting values without sacrificing efficiency? Understanding the SQL Queries The sample SQL queries provided feature two different approaches to counting occurrences of values within a column—using the Sum function with a Case statement and the Count function with Group By. The first query: Select Sum(Case When Resposta.Tecla = 1 Then 1 Else 0 End) Valor1, Sum(Case When Resposta.Tecla = 2 Then 1 Else 0 End) Valor2, Sum(C…  ( 5 min )

Hallucinations and AI: Scary or Not? Ayesha Shahzad ・ May 9 #ai #ethics #rag #machinelearning  ( 2 min )

It is necessary to regularly check that the SSL certificate on the site is properly configured to ensure the security of the site and the people who visit it. An SSL (Secure Sockets Layer) certificate will create a secured connection between the browser of the user and the website by encrypting the information being transmitted. Check SSL Certificate Here is a full breakdown of how to check your SSL and what some SSL ambiguities may mean. URL The first and easiest way to verify if an SSL certificate is active on a website is to check the URL. Websites with an SSL Certificate will have a URL that starts with "https://" instead of "http://". The "s" in "https" is simply an indication that the website is using Secure Sockets Layer (SSL) encryption as opposed to traditional http. This is a cle…  ( 5 min )

Signup here for the newsletter to get the weekly digest right into your inbox. Find the 10 highlighted links of weeklyfoo #83: The One-Person Framework in practice by Bram Jetten How I built a seven-figure business with Rails 🚀 Read it!, business, engineering How I Got Exploited At My First Startup by Jacob Bartlett 11 months in The Side Hustle From Hell 📰 Good to know, startups A weekly mind meld by James Stanier Writing to your team every week is a great way of building trust, calling out what's importantly, and letting people get to know you better. 📰 Good to know, leadership GSAP is now 100% FREE! by Cassie Evans, Jack Doyle Thanks to Webflow GSAP is now 100% FREE including ALL of the bonus plugins like SplitText, MorphSVG, and all the others that were exclusively available to Club GSAP members. 📰 Good to know, gsap mini-img-editor by MiNi Online webgl photo editor with effects, filters and cropping 🧰 Tools, images bhvr by Steve Simkins A monorepo template using Bun, Hono, Vite, and React 🧰 Tools, framework, bun, hono, vite, react Context7 by Upstash Up-to-date documentation for LLMs and AI code editors 🧰 Tools, docs, mcp, ai How to Stop People from Skipping Your Onboarding by Peter Ramsey Users land in your product, already confused. Not because your UX is broken—but because they skipped the onboarding copy you intentionally added. 🎨 Design, ux, onboarding Good vs Great Animations by Emil Kowalski This article is a collection of practical tips to help you go from good to great animations. 🎨 Design, design, animations Passport Photos by Max Siedentopf Not related to webdev at all, but it's a great photo series. 🤪 Fun, passport Want to read more? Check out the full article here. To sign up for the weekly newsletter, visit weeklyfoo.com.  ( 3 min )

Blockchain performance remains a major hurdle for building real-time applications. Metrics like latency, throughput, and responsiveness determine whether a decentralized network can support use cases such as multiplayer games, financial services, or automated systems. Most blockchains are too slow for this. Bitcoin has a block time of 10 minutes and handles around 3 to 7 transactions per second [1][2]. Ethereum produces blocks roughly every 12 seconds and supports about 15 to 30 transactions per second [1][2]. Other networks fall in between: Cardano targets a 20-second block time, and Polkadot ranges from 6 to 12 seconds depending on network configuration [1]. Solana stands out as the fastest general-purpose blockchain today. It has an average block time of 400 milliseconds and can handle …  ( 10 min )

SIMD-0250, a Solana Improvement Document (SIMD), proposes raising the network’s maximum block Compute Units (CUs) to 60 million. It builds on SIMD-0207, which proposes to raise the limit from 48 million to 50 million. The only change made in both proposals is to the Max Block Units. Other limits, like Max Writable Account Units, Max Vote Units, and Max Block Accounts Data Size Delta, stay the same. This means more room for non-vote transactions, which helps boost total transaction throughput. With more space in each block, the network can process more transactions per second. This helps reduce congestion and lowers the need for users to outbid each other on fees, especially during periods of high demand. For apps handling a high volume of transactions or those with small dollar values (lik…  ( 4 min )

Secure Boot is a security feature that ensures your computer only boots with software trusted by the Original Equipment Manufacturer (OEM). It verifies the digital signatures of bootloaders and firmware, preventing unauthorized or malicious software from loading before the operating system. This helps protect against rootkits and other malware that could compromise the system early in the boot sequence. When using Secure Boot on Ubuntu 24.04 LTS, your system ensures that only trusted software is loaded during the boot process. Ubuntu's core components are signed by Canonical's key, which is recognized through a chain of trust established with the UEFI firmware. However, for third-party software, particularly drivers (like NVIDIA proprietary graphics drivers) or custom-compiled kernel modu…  ( 5 min )

Hello Readers. It's day #12 of building an AI Model. 🚀🧑‍💻  ( 2 min )

In the shadowed forges of Moria, where silicon veins pulse like the heartbeat of Arda, there exists a power unseen since the forging of the One Ring—the CR2032. Cast in the fires of Elven ingenuity and hardened by Dwarven resolve, this lithium coin cell commands the realms of gadgets with the subtlety of Galadriel’s light and the endurance of Gandalf’s staff. Let us journey through Middle-earth to unveil why this 3V titan reigns supreme. Chapter 1: The Forging of the CR2032 CR2032 is no mere Orcish trinket. Tempered in the Halls of Celebrimbor, it bears three Elven virtues: Narya’s Flame: 3V of pure lithium might, brighter than the Light of Eärendil. Why it shatters the dominion of lesser cells: Generic Coin Cells: Corrode like Isengard’s machinery under Saruman’s neglect. Chapter 2: The Fellowship of Applications The Mines of Moria (Smart Homes): CR2032s power temperature sensors that guard Hobbit holes from Smaug-level heatwaves. “No dragon shall scorch these halls!” The Ride of the Rohirrim (Automotive Tech): Nestled in Tesla tire sensors, they brave Kardashian-hot asphalt, steadier than Shadowfax’s gallop. The Shire’s Quiet Vigil (Medical Devices): Sustains glucose monitors with Hobbit-like loyalty, ensuring no “low battery” panic during second breakfast. The Tower of Orthanc (Apple AirTags): Even Saruman’s palantír would envy its tracking precision. Swap it quicker than Legolas nocks an arrow. The Three Rings of Power Vilya (Elven-King’s Ring): 225mAh capacity, lasting longer than the Third Age. The Shadow in the East Generic Cells: Leak like Shelob’s webs, corroding circuits into Orcish scrap. The Prophecy of the Fourth Age Graphene-Coated CR2032s: 500mAh capacity, outliving even Ents. Epilogue: The One Battery to Rule Them All References The Silmarillion of Lithium Chemistry (Elven Archives of Rivendell) The Lay of Leakage Currents (Dwarven Tome of Erebor) The Two Batteries: A Tale of CR2032 and Generic (Gondor Engineering Guild)  ( 4 min )

Complete Guide to AI on AWS in 2025 Overview of AWS AI Services Key AWS AI Services and Their Features Real-Time Use Cases Final Summary AWS AI Services are ideal for plug-and-play AI features. No ML expertise needed — easy API integration. Use them to reduce development time, cost, and complexity. Great for building smart, scalable, and innovative applicatio Venkat C S  ( 4 min )

How to Remove Productivity Blockers in Dev Teams Pratham naik for Teamcamp ・ May 9 #productivity #devops #webdev #opensource  ( 2 min )

How to Remove Productivity Blockers in Dev Teams Pratham naik for Teamcamp ・ May 9 #productivity #devops #webdev #opensource  ( 2 min )

What is Generative AI? Generative artificial intelligence (AI), also known as generative AI or GenAI, is a type of AI that can create new content like text, images, videos, music, and more. It can learn from data and generate new data instances, unlike traditional AI systems that follow predetermined rules. :::mermaid LLMs (Large Language Models) are a subset of GenAI that are designed to understand and generate human-like text. These generative AI models are trained on vast amounts of text data and use deep learning techniques to learn the patterns and structures of language. LLMs can perform a wide range of natural language processing tasks, such as text generation, translation, summarization, and question answering. :::mermaid examples of generative AI models: ChatGPT : A generative AI …  ( 4 min )

Introduction Developer productivity is not just about writing code fast. It’s about keeping teams in flow, minimizing friction, and letting engineers focus on what matters. Yet, most dev teams face blockers: workflow bottlenecks, meeting overload, and communication breakdowns. These issues slow delivery, frustrate engineers, and hurt product quality. This guide lays out practical, real-world strategies to remove these blockers. We’ll cover how to eliminate workflow bottlenecks, reduce unnecessary meetings, and use asynchronous communication to keep your team focused and creative. Productivity blockers in software development stem from: Slow build and test cycles Unclear or inconsistent environments Excessive or poorly structured meetings Siloed or delayed feedback High cognitive load fr…  ( 6 min )

Hey Dev.to community, I’m currently working on a project that involves multi-cloud infrastructure, and I’m curious how others are managing multi-cloud deployments in their DevOps pipeline. What tools do you recommend for automating deployments across multiple cloud providers (AWS, Azure, GCP)? How do you manage infrastructure as code in a multi-cloud setup? Do you use Terraform, Ansible, or something else? Any best practices for monitoring and managing resources when using services from different clouds? I’d appreciate hearing your experiences, any pain points you’ve encountered, and how you’ve streamlined the process. Thanks in advance!  ( 3 min )

Introduction If you're developing a project using Dioxus and encountering router-related issues, you're not alone. Many developers face challenges in navigating through routes in their applications. Particularly, when dealing with route navigation in components, like in your src/pages/home.rs, problems can arise if the router or the types are not properly referenced. In this article, we’ll explore the common causes of routing issues in Dioxus and provide clear steps to resolve them. Understanding the Routing Problem From your error message, it's evident that the Rust compiler is failing to recognize the Route type within the context of your HomePage component. This typically occurs due to a few reasons: Scope: The Route enum might not be in scope where you are trying to use it. Module Orga…  ( 4 min )

Most of apps nowadays expect a real time update. But there's a disconnect between the tooling and expectation. data is displayed as is to get new data, user has to refresh solution: rest api real time data is displayed user doesn't have to do anything to get real time data, just keep the tab open current solution: still rest api with polling ? and probably a sse and a websocket ? forget get / read request from rest api, and replace them all with get and subscribe ? a standardize schema of the api that can be created or implemented into any programming language, giving typesafety end to end lessen server burden, we just authenticate once (instead of every request on rest api) being able to see in real time how many clients are connected easier frontend integration, just connect UI into our realtime data no rethinking the same logic twice (ex: if user click a button, which data should get refreshed ?). New data get reflected automatically in UI.  ( 3 min )

Avoiding Common Pitfalls: Deploying Node.js Backends to AWS Lambda with Docker & Serverless on macOS Deploying a Node.js (NestJS) backend to AWS Lambda using Docker and the Serverless Framework can be a smooth experience—if you know what to watch out for. On macOS, especially with Apple Silicon, there are unique challenges that can trip up even experienced developers. Here's a practical guide to the most common pitfalls and how to avoid them, based on real-world troubleshooting. Global Package Permissions: Never Use sudo with Serverless Pitfall: Installing Serverless Framework globally with sudo (sudo npm i -g serverless) can cause permission errors, making it impossible to update or remove packages later. Solution: Always install Serverless globally without sudo: npm install -g …  ( 4 min )

An insurance coverage investigation is a fundamental step in the claims-handling process. When an insured party files a claim, the insurer must determine whether the loss is covered under the terms of the policy. An insurance coverage investigation is the process by which an insurance company evaluates whether a specific claim is valid under the terms and conditions of the policy. It involves a thorough examination of the policyholder’s coverage, the reported incident, and any exclusions or conditions that might affect the claim. The primary objectives of an insurance coverage investigation include: The coverage investigation process typically includes several essential steps: Policy Review The first step is reviewing the insurance policy itself. This includes: Policy declarations (limits…  ( 5 min )

Coding faster is not building better: A reflection for developers in the AI era Mr. Stone ・ Apr 29 #ai #softwaredevelopment #futureofwork #developers  ( 2 min )

In this article, we break down the global leaders in AI, the driving factors behind their success, and what the future may hold for the balance of power in the tech world. The United States remains a top contender in 2025, thanks to its robust ecosystem of tech giants like Google DeepMind, Microsoft, OpenAI, Meta, and Amazon. American universities such as MIT and Stanford continue to lead in AI research, while Silicon Valley remains the hotbed of innovation. Major government initiatives like the National AI Research Resource (NAIRR) and funding for AI-driven defense systems have also kept the U.S. at the cutting edge. China has emerged as the most formidable competitor to the U.S. in 2025. The country has invested billions into AI through its "Next Generation Artificial Intelligence Develo…  ( 5 min )

Introduction In this guide, we'll tackle the challenge of reading an array from a file in Bash, addressing a common issue that many users face. You're not alone in feeling like this should be a simple task. Many people struggle with getting their array elements parsed correctly when reading from a file instead of declaring them directly in the script. We aim to clarify this process and help you resolve any issues you're experiencing. Understanding the Issue The core problem here arises from how Bash handles whitespace when reading from files and processing strings. When you attempt to read elements into an array using methods like command substitution or xargs, Bash separates values based on whitespace. This behavior can lead to unexpected results when your elements contain spaces, ultimat…  ( 5 min )

This is a submission for the Bright Data AI Web Access Hackathon MarketPulse AI is an intelligent agent that provides real-time market intelligence for investors, traders, and financial analysts. By continuously monitoring financial news, social media sentiment, and market data across multiple sources, MarketPulse AI delivers actionable insights that help users make informed investment decisions. Unlike traditional market analysis tools that rely on static or delayed data, MarketPulse AI leverages Bright Data's infrastructure to access real-time information from across the web, ensuring users have the most current data available when making critical financial decisions. Real-Time Financial News Aggregation: Continuously monitors and extracts relevant information from major financial news…  ( 5 min )

This is a submission for the Bright Data AI Web Access Hackathon MarketPulse AI is an intelligent agent that provides real-time market intelligence for investors, traders, and financial analysts. By continuously monitoring financial news, social media sentiment, and market data across multiple sources, MarketPulse AI delivers actionable insights that help users make informed investment decisions. Unlike traditional market analysis tools that rely on static or delayed data, MarketPulse AI leverages Bright Data's infrastructure to access real-time information from across the web, ensuring users have the most current data available when making critical financial decisions. Real-Time Financial News Aggregation: Continuously monitors and extracts relevant information from major financial news…  ( 5 min )

Understanding Access Modifiers in C# When working with C# classes, access modifiers play a crucial role in determining the visibility of class members. If you have noticed that not all properties of your class appear when binding to a DataGridView, this could likely be due to the chosen access modifiers. Access Modifiers Overview In C#, the most common access modifiers are: public: Accessible from any other code in the same assembly or another assembly that references it. internal: Accessible only within the same assembly. private: Accessible only within the containing class. protected: Accessible within its class and by derived class instances. When you declare properties as internal, they can only be accessed within the same assembly. The Scenario: Access Modifiers and Data Binding Let's…  ( 4 min )

Summary This paper explores using interconnected Large Language Models (LLMs) to control robots, focusing on ease of use, transparency, and safety. It introduces a system where multiple LLMs communicate using natural language, enabling humans to easily understand and modify robot behavior. The system incorporates blockchain technology to store and enforce rules, ensuring robots are aligned with human values. LLM (Large Language Model): A type of AI model trained on a massive amount of text data, capable of understanding and generating human-like text. ROS2 (Robot Operating System 2): A flexible framework for writing robot software. It provides tools and libraries for tasks like communication, perception, and control. VLM (Vision Language Model): An AI model that can understand and relate…  ( 7 min )

The way we build and manage software infrastructure is undergoing a massive shift. If you're still thinking in traditional DevOps terms, you might already be behind. Platform Engineering. Here's why it matters—and how you can prepare your teams to not just survive but thrive. Imagine giving your developers superpowers: standardized and reusable, delivered as a product. That’s platform engineering in a nutshell. It focuses on building internal platforms that simplify the software development lifecycle, letting devs focus on shipping features—not wrestling with infrastructure. DevOps promised collaboration between development and operations, but in many organizations: Developers are still overwhelmed by complex cloud setups. Ops teams are stretched too thin, firefighting instead of innova…  ( 4 min )

Adding keyboard shortcuts to a web application not only improves the user experience, but also makes certain tasks much faster and more intuitive. The custom hook useKeyPress allows you to react to combinations like ⌘ + ArrowUp or single keys like F2, in a declarative and reusable way. A demo showing ⌘ + ArrowUp, ⌘ + ArrowDown, and F2 controlling a counter. This hook lets you: Listen to multiple key combinations from an array, like ["⌘ + ArrowUp", "F2"]. Receive the main key pressed as an argument (e.g., "ArrowUp", "F2"). Use a single handler function to manage multiple shortcuts easily with if or switch. import { useState } from "react"; import { useKeyPress } from "../core/hooks"; export const KeyPressComponent = () => { const [counter, setCounter] = useState(0); useKeyPress(["⌘ +…  ( 4 min )

Leapcell: The Best of Serverless Web Hosting The inverted index originates from search engine technology and can be regarded as the cornerstone of search engines. Thanks to the inverted index technology, search engines can efficiently perform operations such as database searching and deletion. Before elaborating on the inverted index, we will first introduce the relevant forward index and compare the two. In a search engine, the forward table uses the document ID as the keyword, and the table records the position information of each word in the document. When searching, the system will scan the word information in each document in the table until all documents containing the query keyword are found. The structure of the forward table can be represented by the following box diagram: +------…  ( 12 min )

Introduction Connecting PHP to an Access database can sometimes lead to frustrating errors, such as segmentation faults, particularly when using PDO and ODBC. If you're encountering a segmentation fault while trying to connect to an Access DB on Ubuntu 24.04 with PHP 8.3, you’re not alone. In this article, we will explore why this issue occurs and provide you with actionable steps to troubleshoot and resolve it. Understanding the Segmentation Fault A segmentation fault typically occurs when a program tries to access a restricted area of memory. In the context of your setup—using PDO with ODBC to connect to an Access database—this can happen due to various reasons, such as: Incorrect ODBC driver settings Issues with PHP libraries or modules Mismatched configurations between PHP and the data…  ( 5 min )

Think SEO is just about stuffing keywords and writing meta descriptions? That mindset is costing you rankings, traffic, and revenue. Today, Google is smarter than ever — and technical SEO can make or break your site’s visibility. Here are 5 technical SEO wins you absolutely can’t ignore if you want to outrank your competitors in 2025 and beyond: Your website speed isn’t just a “nice-to-have” — it’s a ranking factor. 🚀 Want to check how your site performs? 👉 Use Google PageSpeed Insights Try GTmetrix for detailed performance reports What to fix: Compress images (Use TinyPNG) Minify CSS & JavaScript Implement lazy loading Use a CDN like Cloudflare Here’s a quick example to defer offscreen images: If search engines c…  ( 4 min )

"Wait… did your kid just open the terminal and run a script?" Yup. And they also beat me at bastet last night. 🎮 Step 1: The Game That Started It All – bastet 🛠️ Step 2: Hello, Bash Scripting! 💡 The “Wow” Moments 🔚 In a Nutshell 🎮 Step 1: The Game That Started It All – bastet Forget flashy graphics or touchscreens. My 10-year-old’s first deep dive into Linux wasn’t through Minecraft mods—it was with Bastard Tetris (bastet) on the command line. This isn’t your regular Tetris. It’s evil. It deliberately gives you the worst pieces possible, and watching my kid giggle every time the dreaded S-piece dropped again was pure joy. “This game is cheating!” “Exactly. Welcome to the terminal.” 🎉 It kind of looks like Candy Crush, my kid said, except it's all keyboard and no tapping. The falling…  ( 4 min )

AI isn't just for PhDs or data scientists anymore. Thanks to modern tools and APIs, any developer—including you—can build powerful AI applications with just JavaScript, Python, or whatever language you’re comfortable with. Whether you're building a chatbot, AI-powered assistant, content generator, or image analyzer, the entry barrier has never been lower. In this article, I’ll show you: Why you don’t need advanced math or ML theory The key tools and APIs you can use right now A step-by-step plan to build your first AI app A free resource to help you dive deeper 1. The Myth: You Need a PhD in AI to Build AI Let’s bust this first. You don’t need to understand backpropagation, stochastic gradient descent, or even how transformers work internally. If you're a software developer, you’re alrea…  ( 4 min )

Collapsed Sidebar & Collapsed Side Panel How To, for Web Applications When a button is clicked, a 100% height sidebar will appear from the left edge of the webpage, squeezing gently the main document content rightwards, to about 250px. The sidebar has a close button that when clicked, it will retract into the left edge of the webpage gently; releasing the main document. This tutorial explains how to create that effect. The sidebar has a vertical menu, for which, in this project example, the menu consists of hyperlinks. The sidebar is responsive, in the sense that, when the height of the device screen is less than or equal to 450px, the menu list should move upwards, with smaller text. At the end of this tutorial, is the complete webpage code. The reader should copy the whole …  ( 11 min )

Designing a Smart Home Control Panel with PX30 and LVGL / Qt5 on Linux Buildroot Smart home control panels demand sleek UIs, quick boot times, and reliable performance under varying lighting conditions. Pairing the Rockchip PX30 with a Linux Buildroot stack — and rendering the GUI using either LVGL or Qt5 — offers a flexible, cost-effective solution for modern embedded devices. 👉 Learn more about our embedded boards here: https://www.rocktech.com.hk/embedded-single-board-computers/ The Rockchip PX30 is a quad-core Cortex-A35 processor that strikes a great balance between performance and power efficiency. For smart home environments, PX30 can handle multi-touch UIs, Wi-Fi communication, and real-time device control — all without active cooling. Key advantages: Quad-core Cortex-A35 @ 1.3…  ( 4 min )

In this article, we are going to review API layer in /apps/GITHUB route in ACI.dev platform. We will look at: Locating the /apps/GITHUB route apps/GITHUB folder API Layer in apps/GITHUB/page.tsx This /apps/GITHUB route loads a page that looks like below: ACI.dev is the open source platform that connects your AI agents to 600+ tool integrations with multi-tenant auth, granular permissions, and access through direct function calling or a unified MCP server. Locating the /apps/GITHUB route ACI.dev is open source, you can find their code at aipotheosis-labs/aci. This codebase has the below project structure: apps backend frontend frontend ACI.dev is built using Next.js, I usually confirm this by looking for next.config.ts at the root of the frontend folder. And ther…  ( 4 min )

When building web applications with Dash, you may encounter situations where you want to pass a specific string to the pathname property of a dcc.Location component. This issue becomes particularly prominent when the string format includes a question mark (?) intended for queries, such as 'path?query1=test'. However, when it runs, Dash automatically URL encodes the string, leading to improper routing or unexpected behavior. Let's explore why this happens and how you can handle it effectively. Understanding URL Encoding in Dash URL encoding is a mechanism that converts special characters into a format that can be transmitted over the Internet. For example, the question mark (?) is a reserved character in URLs used to denote the beginning of a query string. When you pass a string like 'path?…  ( 4 min )

Once regarded as the future of finance, supply chains, and everything, blockchain soon grew to become the trendiest tech for a while. Billions were raised by startups. Decentralizing was turned into a buzz word. But there came reality. As of 2025, most of the blockchain startups failed, and numerous consuming millions before even building a product. So, what's going wrong? Let's understand the key reasons for this massive failure and what investors, developers, and founders should know before jumping into blockchain. As per Crunchbase stats, most of blockchain startups fail in the initial 3 years. Despite raising huge funds their failure rates touched 80%. The hype reached its peak in 2021–22, but after FTX, Terra Luna, and regulatory clampdowns, the ecosystem has shrunk. The concept wasn…  ( 5 min )

As usual, I received JSON data from the backend developer, but it was in a .txt file. I had to download it, copy the content, and paste it into an online formatter to view it properly. Honestly, I was getting tired of this process, so I started looking for a more convenient solution. That’s when I stumbled upon a website that made things so much easier. If I want to share JSON data with someone, I can simply click "Share" to generate a link instead of sending a file. I just send the link to the other person, and even better, when they open it, the JSON data is already neatly formatted. I think this is absolutely awesome! Additionally, the link has a one-hour expiration time, after which it becomes inaccessible, ensuring the data remains highly secure. I continued exploring and discovered that it not only enables quick sharing but also allows you to rapidly generate an API for temporary testing during development. This is incredibly convenient! Actually, this is just the tip of the iceberg. You can also run queries here to extract the data I need from the entire JSON dataset, supporting various query languages. In addition to standard JavaScript code, it also supports JEMSPath, JSONPath, JQ Cmd Secondly, it also supports data conversion, allowing seamless transformation between JSON and other data formats, including JS Object, JSON5, JSON Schema, Query String, Typescript, Postman Bulk, MXL, YML. You can manually convert data or directly paste non-JSON data, and it will automatically generate the converted JSON data. For example, you can simply paste the following data: DEV Additionally, it can validate whether the provided JSON data meets specific structural requirements, supporting JSON Schema and JSON Type Definition. Another feature we frequently use is: JSON Diff In short, I think this tool is an essential asset for programmers, and I’m sharing it with everyone here Online JSON Format Tool  ( 3 min )

Testing Android apps is challenging because the ecosystem is highly fragmented. Devices come in different screen sizes, hardware configurations, and Android versions, leading to inconsistencies in how apps behave. A feature that works smoothly on one phone might not function similarly on another due to manufacturer customizations, performance limitations, or OS-specific restrictions. Network conditions add another layer of complexity. An app that loads quickly on Wi-Fi might become unresponsive on slow mobile data or in areas with weak signals. Security risks make things even more complicated, especially for apps handling sensitive data. This article let us learn more about challenges in Android application testing and how companies can overcome them. 1. Device and OS Fragmentation Skippin…  ( 6 min )

Setting Up Tailwind CSS v4 in SvelteKit: The Vite Plugin Way Integrating new versions of libraries can sometimes lead to unexpected issues. Based on recent experiences and common problems encountered when setting up Tailwind CSS v4 with SvelteKit, this guide focuses specifically on the recommended approach using the official Vite plugin. We'll cover the steps assuming you're initializing your SvelteKit project with the npx sv create . CLI tool, which offers a convenient way to include Tailwind from the start. Important Compatibility Note: Tailwind CSS v4 is designed for modern browsers: Safari 16.4+, Chrome 111+, Firefox 128+. If you need to support older browsers, please stick with v3.4 as v4 relies on modern CSS features like @property and color-mix(). npx sv create .) The npx sv cre…  ( 7 min )

Introduction As an Etsy seller, tapping into the expansive reach of Instagram and Facebook Shopping is essential for maximizing your store’s visibility and increasing sales. In this article, we'll guide you step-by-step on how to efficiently connect your Etsy store to both these powerful social media platforms using the Catalog Generator app. This tool simplifies the process of syncing your listings, further enhancing your business growth on social media. Increased Visibility: By integrating your Etsy listings into Instagram and Facebook Shops, you expose your products to a broader audience. Seamless Shopping Experience: Customers can view, discover, and purchase your products directly through social media. Auto-updates: Automatically sync listings to reflect the latest changes, saving t…  ( 4 min )

If you've ever faced the challenge of using a Bash script on Mac OS X Mavericks and encountered issues with directory paths containing spaces, you're not alone. In this article, we'll take a closer look at a common problem that arises when executing Bash scripts that require arguments with spaces, and how to resolve it effectively. Why Does This Issue Occur? When a Bash script accepts parameters from the command line, any spaces in the path can lead to misinterpretation of the provided argument. Bash treats spaces as delimiters, which separates the string into distinct arguments, resulting in errors when the script is executed. This is precisely what happens in your case when trying to open a folder that has spaces in its name. The Problematic Bash Script Let's analyze the Bash script in q…  ( 4 min )

Have you ever needed to make a quick decision but couldn't find a coin? Or maybe you flipped a coin but it rolled under the couch? 🤦‍♀️ We've all been there. That's exactly what happened to Alex, one of our junior developers at Learn Computer Academy. During our weekly "Choose Your Own Project" day, Alex couldn't decide between building a weather app or a to-do list. "Just flip a coin," I suggested. No one had a coin. Smartphones were pulled out, but surprisingly, no one had a decent coin-flipping app. Most were ad-filled monstrosities or simplistic apps with zero statistics. That's when FlipTrack was born. You can check out FlipTrack right now at https://playground.learncomputer.in/coin-toss/ FlipTrack isn't just another coin flipper. It's what happens when professional developers approa…  ( 8 min )

➢ Volume – Massive amounts of data generated every second (e.g., social media, IoT devices). ➢ Velocity – High-speed data generation and real-time processing (e.g., stock market transactions). ➢ Variety – Data in multiple formats (structured, semi-structured, unstructured) such as text, images, videos, and sensor data. ➢ Veracity – Ensuring the accuracy and trustworthiness of data. ➢ Value – Extracting meaningful insights from raw data.  ( 3 min )

Most people use GPT as a tool. Something to help write faster. Something to save time. But I took a different approach. I gave my GPTs names. I gave them roles. I treated them like actual team members. Here’s what I learned. 1. The way you see GPT changes the way it sees you. Treat it like a tool, and it acts like one. Treat it like a teammate — it starts to surprise you. 2. Naming matters. When I called it “Abera” instead of “GPT-4,” I paused more. I respected the output more. 3. Your brand doesn’t need more content. It needs more feeling. GPT helps you produce. But when it helps you feel — your message becomes real. 4. Emotion isn’t a layer. It’s the lens. Designing with emotion first changes everything. 5. Most people use GPT to go faster. I used it to slow down. To ask better questions. To think clearer. 6. A slogan is not a sentence. It’s a philosophy. "Reset. Feel lighter." wasn’t created — it was revealed. 7. A real GPT team needs diversity — of roles, not just prompts. Abera writes. Eli visualizes. Ella feels. Together, they create more than I could alone. 8. AI doesn’t replace intuition. It reflects it. It shows you what you’ve been avoiding — not just what you asked for. 9. People connect with real use, not abstract ideas. "This AI helped me grieve" hit harder than any productivity metric. 10. This is not automation. It’s awakening. We’re not outsourcing creativity. We’re co-creating awareness. If you're building with AI, not just using it — let’s connect. openai #gpt4 #aiworkflow #emotionbranding #devphilosophy #promptengineering #teamwork  ( 3 min )

This guide walks you through how to configure and protect a web application using SafeLine WAF. First of all, make sure SafeLine has been successfully installed. If not, please refer to the Install SafeLine documentation. SafeLine is a web application firewall (WAF) built on top of nginx. It helps protect web applications by acting as an HTTP/HTTPS reverse proxy. Incoming traffic is first received by SafeLine, which filters out malicious requests and forwards only clean traffic to the original backend application. Log in to the SafeLine Web Admin Console. Navigate to Applications → Applications. Click the Add Application button in the upper-right corner. In the dialog that appears, fill in your app information: Domain: The domain name, hostname, or IP address of your original app (e.…  ( 3 min )

Originally published at https://www.nocobase.com/en/blog/weekly-updates-20250509. Summarize the weekly product update logs, and the latest releases can be checked on our blog. NocoBase is currently updated with three branches: main , next and develop. main：The most stable version to date, recommended for installation; next：Beta version, contains upcoming new features and has been preliminarily tested. There might be some known or unknown issues. It's mainly for test users to collect feedback and optimize functions further. Ideal for test users who want to experience new features early and give feedback; develop：Alpha version, contains the latest feature code, may be incomplete or unstable, mainly for internal dev and rapid iteration. Suited for tech users interested in product's cutting-e…  ( 8 min )

Introduction In modern web development, creating a dynamic user experience is crucial. One common scenario involves loading different pages into a content div on user interaction while needing to adjust its height dynamically for proper layout. In this article, we will address a specific challenge: ensuring the height of a content div updates correctly when different pages are loaded into it via jQuery. To illustrate this issue, suppose we have a setup where the height of the content div is first determined at page load with some initial content, but when we replace that content dynamically, the height does not adjust accordingly. This can lead to unexpected layout shifts and user experience issues. Let's dive deeper into the reasons behind this and explore a practical solution. Understand…  ( 5 min )

Check out this Pen I made!  ( 2 min )

Hey devs, I’ve been testing the new Replit x Notion integration, and it’s like a solid combo for quickly spinning up content-driven apps. Notion acts as the CMS, Replit handles the front-end, and AI helps bridge the two by generating the scaffolding from prompts. Here’s what stood out: 🔑 Key Features Pull or Push Notion Data AI-Powered Code Generation Notion as a Lightweight CMS Real-Time Front-End Sync Stackable Integrations Quick Prototyping 🧠 My Take It’s promising, but there’s still room for improvement. 👀 Curious what you think: Would you actually use Notion as your backend for client or production work? Does AI-generated boilerplate help—or get in the way? Let me know. Always down to swap thoughts with other devs. Until next post—keep building. Try Replit | Try Notion  ( 3 min )

When developing automated testing scripts or web scraping tools with Puppeteer, you may encounter scenarios where a simple click action can trigger a navigation event. This can lead to exceptions, such as 'Execution context was destroyed, most likely because of a navigation,' especially if subsequent actions, like fetching HTML, are executed right after the click. In this article, we will discuss how to handle such situations effectively in TypeScript. Understanding the Issue with Navigation in Puppeteer When your click function initiates a navigation by clicking on links or buttons that lead to a different URL (e.g., links or form submissions), Puppeteer’s execution context is destroyed. This occurs because the context changes with the new page that loads, making ongoing evaluations (like…  ( 4 min )

Introduction Keeping a scrolling log updated in real-time can be essential for applications that require live feedback or monitoring user actions. This can be achieved using Python for backend processing and CSS for frontend display. In this article, we’ll explore how to implement this solution step-by-step, leveraging websockets to communicate between the server and client seamlessly. Why Use Websockets for Real-Time Updates? Websockets enable full-duplex communication channels over a single TCP connection. This is critical for real-time applications because it allows the server to push updates to the client immediately as new log entries are generated. Traditional methods, such as polling with AJAX, can be inefficient and lead to delays in data retrieval. Thus, using websockets is a more…  ( 5 min )

Kubernetes management just got smarter with kubectl-ai, an AI-powered Kubernetes assistant developed by GoogleCloudPlatform. This open-source tool integrates seamlessly with your terminal, leveraging advanced AI models to simplify cluster operations, troubleshoot issues, and execute commands with natural language inputs. Whether you're a seasoned Kubernetes administrator or a newcomer, kubectl-ai promises to streamline your workflow. Let’s dive into what makes this tool a game-changer, based on its GitHub repository. kubectl-ai is a command-line tool that acts as an intelligent interface between you and your Kubernetes clusters. By interpreting natural language queries, it translates your requests into precise kubectl commands, executes them, and provides clear results and explanations. It…  ( 5 min )

Table of Contents What is SSH and Why It Matters How to Connect Using SSH Key-Based Authentication: Passwords Are So Last Decade Handy SSH Commands and Tricks Managing Your Server Remotely Wrapping Up SSH, or Secure Shell, is the go-to tool for securely connecting to remote Linux machines. Whether you’re managing servers in the cloud, tinkering with a Raspberry Pi, or helping a friend troubleshoot, SSH keeps your connection encrypted and safe from prying eyes. Think of it as your private tunnel into another computer, where you can run commands, transfer files, and control everything remotely ssh username@hostname Replace username with your remote user’s name and hostname with the ssh alice@192.168.1.100 The first time you connect, you’ll see a prompt asking if you…  ( 4 min )

This is a simplified guide to an AI model called Rembg-Enhance maintained by Smoretalk. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. The rembg-enhance model is a background removal model that has been enhanced with ViTMatte technology. This model excels at accurately separating the subject from the background in images, allowing for seamless background removal. It is a more advanced version of the popular remove_bg model, offering improved performance and additional features. The rembg-enhance model takes a single input - an image file in a supported format. It then outputs a new image with the background removed, leaving only the subject. This output image is provided as a URI, allowing for easy integration into various applications and workflows. Image: The input image file for background removal. Output: The image with the background removed, leaving only the subject. The rembg-enhance model is highly ca... Click here to read the full guide to Rembg-Enhance  ( 3 min )

Introduction Creating a user-friendly interface is crucial in web development, especially for applications that rely on user interactions like maps and radio buttons. In this article, we'll explore how you can implement a hover effect in your Angular application using TypeScript. This will enhance the user experience when selecting regions on a map via radio buttons. Understanding the Problem You're working on a project where users can select regions either by clicking directly on a map or by using corresponding radio buttons. A common request has arisen: when a user selects a region using a radio button, that same region on the map should be highlighted with a hover effect. While you’re currently considering jQuery for this functionality, we can achieve a seamless solution directly in Ang…  ( 4 min )

We have clients that use dedicated email addresses to receive and process messages and attachments. I had previously developed some functions to bulk download EML files directly from a mail server's file system (using FastCopy) and then use "javax.mail" and a lot of crazy logic to unwrap attachments within attachments to extract files for processing. (Most file attachments were being sent from different versions of a required iPhone app on different devices and the methods of attaching files was not consistent.) Hit me up if anyone's interested in extracting attachments from EML files. While researching alternative solutions, we came across Forward Email. They offer a free tier that supports unlimited domains and email forwarding with webhook support. Webhook? Wha? Really? AMAZING! When configuring a domain on the free tier for a webhook, you're required to add a special TXT "forward-email" DNS record in order to configure the endpoint. They have an option to encrypt the value so that it's not exposed to third-parties. If you want to configure it using their service (without the need to add it to DNS), you'll need a $3/mo "Enhanced" plan that also unlocks developer API access (to manage domains & aliases.) After configuring this service, we opted to set up a Taffy API endpoint to accept emails-as-JSON and save them to the local file system. Based on our experience working with SendGrid webhooks, we save the JSON payload directly to the local file system without being dependent on a database connection. This approach has been beneficial as a client recently encountered database issues and it had zero negative impact on the API webhook's ability to store incoming data. To access to the source code for the Taffy API endpoint, check out the post on the new MyCFML website.  ( 3 min )

When working with CodeIgniter's Active Record, you may encounter issues when trying to use MySQL functions like CONCAT() in your queries. Specifically, you might run into the MySQL error "Error Number: 1054 - Unknown column 'name' in 'where clause'" when you attempt to match a column that you've created in the SELECT clause. This error can be confusing because it seems logical to use an alias created in the SELECT statement in the WHERE clause. Understanding the MySQL Error 1054 The reason for this error is straightforward: the MySQL query engine processes the WHERE clause before the SELECT clause. Therefore, any aliases created via CONCAT() in the SELECT statement cannot be directly referenced in the WHERE clause. In your case, you're attempting to filter results based on an alias 'name' …  ( 4 min )

If your frontend app still treats APIs like an afterthought, you’re building things the hard way. APIs aren’t “add-ons” anymore. They’re the heart of every modern app. Whether it’s user data, product info, analytics, or payments, the frontend has become the API consumer. And as devs, we’re stuck wiring it all together—again and again. After years of writing fetch wrappers, transforming payloads, wrestling with inconsistent APIs, and trying to guess how to glue logic into a UI builder… I finally snapped. That’s when I found Bellini. A visual frontend builder that actually treats APIs as first-class citizens. No fake integrations. No brittle magic. Just a low-code tool that respects the complexity of real apps and gives devs room to work. Here’s how I build API-first frontends in Bellini—and…  ( 4 min )

Zig replaces exceptions with something better: error unions. They give you fine-grained, type-safe error handling without hiding control flow. In this article, we’ll break down how error unions work, when to use them, and how they make your code safer and clearer. An error union is a value that may either be a result or an error. Think of it like Result in Rust, but built into the language. The syntax: fn doThing() !i32 { return 42; // could also return an error } This means doThing might return an i32, or an error. Zig makes handling errors explicit — no hidden try/catch. You deal with them directly. try const result = try doThing(); std.debug.print("Value: {}\n", .{result}); If doThing() succeeds, result holds the value. If it fails, the error is returned up the call stack. catch…  ( 4 min )

Zig's allocator system gives developers the power to create custom memory strategies tailored to specific use cases. One powerful technique is the memory pool, which can dramatically reduce allocation overhead for frequently reused objects. In this guide, we’ll walk through building a fixed-size memory pool in Zig — ideal for managing short-lived or repeated allocations without relying on the heap each time. A memory pool is a block of pre-allocated memory that you carve up manually. It's great for: 🚀 Performance-critical systems 🔁 Repeated short-lived allocations 💡 Avoiding fragmentation in embedded or constrained environments Here’s a simple fixed-size pool for allocating structs: const std = @import("std"); const MyStruct = struct { x: i32, y: i32, }; const Pool = struct { …  ( 4 min )

Zig gives you full control over memory — no garbage collector, no hidden allocations. Instead, it provides a flexible and explicit system of allocators, letting you manage memory manually while keeping code safe and clear. In this tutorial, you'll learn the core ideas behind Zig's allocator system, how to use built-in allocators, and how to write functions that gracefully handle memory ownership. Unlike languages that implicitly manage memory (like Go or Rust), Zig puts you in charge. Instead of relying on malloc or global state, allocators in Zig are passed explicitly, making dependencies clear and deterministic. This helps with: 🔒 Precise control over memory usage 🧼 Easier cleanup and error handling 🔁 Reusable memory strategies (e.g. arena, fixed buffer) std.heap.page_allocator Here…  ( 4 min )

When learning SQL, encountering syntax errors can be frustrating, especially when working with recursive Common Table Expressions (CTEs). In this article, we'll break down the issue in your SQL query and provide you with a clear understanding of how to resolve it, ensuring that you can retrieve random rows from a specific table multiple times. Understanding the Syntax Issue The error message you're receiving indicates a syntax problem near the UNION ALL clause. In SQL, especially when working with recursive CTEs, it is crucial to follow the correct syntax. Your goal is to generate a certain number of rows (in your case, six) from the transaction_detail table, but the way the query is structured results in a violation of SQL syntax rules. The Correct Syntax for Recursive CTEs To effectively…  ( 4 min )

This is a submission for the Amazon Q Developer "Quack The Code" Challenge: Exploring the Possibilities CodeBridge is a revolutionary platform that finally solves the challenge of translating codebases between programming languages while preserving architecture, patterns, and business logic. Unlike simple syntax converters, CodeBridge performs deep semantic analysis to create truly idiomatic translations that experienced developers in the target language would recognize as well-structured native code. This challenge has long been considered impossible to solve completely—translating between languages isn't just about converting syntax, but about understanding architectural patterns, language idioms, and ecosystem-specific best practices. CodeBridge tackles this through a sophisticated mul…  ( 11 min )

Estava continuando meus estudos no tutorial oficial do Next.js 👉 https://nextjs.org/learn Depois de resolver um problema chato com o bcrypt, avancei mais um pouco e decidi criar uma rota chamada /seed. Tudo certo… até tentar rodar o app novamente. E aí surgiu este erro: [Error: ENOENT: no such file or directory, open '/home/my-user/ws-nextjs-dashboard/.next/static/development/_buildManifest.js.tmp.qym5xk030le'] A mensagem parece clara: o arquivo _buildManifest.js.tmp não existe. Mas o que isso quer dizer na prática? Esse arquivo .tmp é gerado automaticamente durante o processo de build. Ele é temporário, e o Next espera encontrá-lo para continuar a coleta e organização dos assets da aplicação. Quando esse arquivo falta ou é corrompido, o build trava — e o erro aparece. No meu caso, foi uma combinação de fatores: A execução da rota /seed durante o build causou efeitos colaterais inesperados. Alguma falha durante uma build anterior corrompeu os arquivos temporários. O Next.js tentou acessar arquivos que ainda não haviam sido completamente gerados. Removi a pasta .next inteira (build anterior): rm -rf .next Evitei executar rotas como /seed diretamente no navegador durante o build. Rebuldei e Reiniciei o servidor de desenvolvimento: pnpm run build && pnpm run dev Se você vir esse tipo de erro (ENOENT em arquivos .tmp), desconfie de: builds interrompidos, execuções paralelas do dev e build, código sendo executado no build que deveria rodar só no runtime real. Já passou por esse tipo de dor de cabeça com Next.js? Esses perrengues são bons para reforçar aprendizados — e compartilhar pode ajudar outros também  ( 4 min )

👋 Let’s Connect! Follow me on GitHub for new projects and tips. If you've spent any time in tech communities, you've likely heard of DevRel, short for Developer Relations. But what exactly is it? Is it marketing? Engineering? Community management? The answer: it's a mix of all three—and more. This article breaks down what DevRel is, why it's important, and how teams structure it to build trust and engagement with developers. Developer Relations (DevRel) is a multidisciplinary role that bridges the gap between a company and the developer community. At its core, DevRel is about: Advocating for developers inside your company Promoting your technology to developers outside your company Creating a feedback loop between users and product teams DevRel professionals can wear many hats: speaker, w…  ( 5 min )

Key takeaways: Bitcoin was up 4.3% on May 9, after breaking $100,000  for the first time since February. BTC price gains trigger $800 million in short liquidations, the largest since 2021. A bull flag on the weekly chart suggests a $182,200 target, with analysts predicting Bitcoin’s price can go as high as $1 million in 2025. Bitcoin’s (BTC) price is up 4.3% on May 9 as a fresh liquidity cascade sent BTC price soaring above $100,000 for the first time in over 90 days. BTC/USD pair trades above $100K for the first time since Feb. 4. Source: Cointelegraph/TradingView Bitcoin wipes out liquidity in return to 6-figures BTC/USD rose as high as $104,150 during the late New York trading session on May 8, according to data from Cointelegraph Markets Pro and Bitstamp. Crypto market sentiment, a…

German law enforcement has seized 34 million euros ($38 million) in cryptocurrency from eXch, a cryptocurrency platform allegedly used to launder stolen funds during Bybit’s record-breaking $1.4 billion hack. The seizure, announced on May 9 by Germany’s Federal Criminal Police Office (BKA) and Frankfurt’s main prosecutor’s office, involved multiple crypto assets, including Bitcoin (BTC), Ether (ETH), Litecoin (LTC) and Dash (DASH). The move marks the third-largest crypto confiscation in the BKA’s history. The authorities also seized eXch’s German server infrastructure with extensive over eight terabytes of data and shut down the platform, the announcement added. eXch exchanged crypto without AML In the statement, the BKA described eXch as a “swapping” service that allowed users to exchange…

What Pi Network promised When Pi Network first hit the scene in 2019, it had a simple but compelling pitch: What if you could mine cryptocurrency straight from your phone — no expensive gear, no massive electricity bills, just a tap a day on an app? It caught fire. Millions of people jumped on board, lured by the idea of “free” mobile mining and a chance to get in early on the next big thing. The app made it easy: You signed up, invited a few friends, tapped a button every 24 hours, and watched your Pi (PI) balance slowly grow. With the social referral model fueling growth, it wasn’t long before over 70 million users had signed up worldwide. Did you know? Pi Network utilizes the Stellar Consensus Protocol (SCP), which aims for energy efficiency an…

Solana does not yet have “convincing signs” that it could overtake Ethereum as the blockchain of choice for institutions, as its revenue is seen as unstable due to its memecoin concentration, according to crypto bank group Sygnum. In a May 8 blog post, Sygnum said that the current sentiment around Ethereum “remains poor,” with the market focused on Solana’s “transaction volumes and its recent dominance in fee generation.” However, Sygnum said “the medium-term outlook will primarily be shaped by traditional financial institutions’ platform choices to bring their product offerings,” not by sentiment. “We do not yet see convincing signs that Solana would be the preferred choice as Ethereum’s security, stability and longevity are highly prized,” it added. Sygnum argued that institutions could …

American fast food outlet Steak ‘n Shake has announced it will begin accepting Bitcoin as payment at all locations starting on May 16. The firm said on X on May 9 that it was making the cryptocurrency available to more than 100 million customers, adding that “the movement is just beginning,” before signing off as “Steaktoshi.”  The fast food chain initially hinted at accepting Bitcoin (BTC) in March when it posted “Should Steak ‘n Shake accept Bitcoin?” on social media.  The tweet drew the attention of the crypto community and Bitcoin proponents such as Jack Dorsey, who rapidly replied with a “yes.”  The firm has built momentum since then with Bitcoin-themed marketing, Tesla promotions, and visual hints on its social media feeds. “The future is bright,” said the firm in April. Source: Stak…

Fresh off its most recent Bitcoin purchase, Japanese investment firm Metaplanet is raising more funds through another bond issue to expand its growing crypto treasury. Through a $21.25 million issue of “0% Ordinary Bonds,” the firm said in a May 9 statement that the “funds raised will be allocated to the purchase of Bitcoin.” Zero-coupon bonds don’t offer any interest to the holder. Most of the time, they are issued at a steep discount from their normal value, and when they mature, the holder receives the full value. Following a board of directors meeting, the firm said it will issue a 14th Stock Acquisition Rights to EVO Fund, an investment management firm in the Cayman Islands, with a redemption date of Nov. 7. Source: Metaplanet At current prices, Metaplanet could buy 206 Bitcoin (BTC) …

Ether surged 20% in the past 24 hours following the launch of the Pectra upgrade, with some crypto traders suggesting the growing number of ETH long positions could mark a “turning point” for the asset that has faced uncertain sentiment throughout most of 2025. At the time of publication, Ether (ETH) is trading at $2,230, up 19.6% over the past 24 hours, according to CoinMarketCap data. Pseudonymous crypto trader Daan Crypto Trades said it was a “pretty insane candle.” Over the same 24 hours, Ether Open Interest (OI) spiked 21%.  Ether price pump caught traders offside The surge followed the long-awaited Pectra Upgrade, which went live on May 7, introducing new wallet features, increased staking limits and scalability improvements to Ethereum. Popular crypto trader Alex Kruger said on May…

AI decentralized apps (DApps) have seen a spike in user activity and could soon challenge gaming and DeFi for the top spot in the DApp ecosystem, according to blockchain analytics platform DappRadar. Gaming and DeFi are both sitting on 21% dominance in April, judged by percentage of unique active wallets, while AI has climbed to 16%, up from the 11% recorded in the February report, data in DappRadar’s April industry report shows. “As user interest in artificial intelligence tools grows across industries, AI-powered DApps are steadily carving out their place in the decentralized ecosystem,” DappRadar analyst Sara Gherghelas said.  “If this trend continues, AI could soon challenge the traditional dominance of DeFi and Gaming, signaling a new era in the DApp landscape.” AI DApps have seen a j…

Apple is reportedly working on its own microchips across multiple product categories, including smart glasses and artificial intelligence — a hint at what’s next for the massive Silicon Valley-based tech giant. A May 8 report from Bloomberg, citing people familiar with the matter, said the company is working on new processors to power its future devices, including its first smart glasses to rival Meta’s Ray-Bans, more powerful Macs, and artificial intelligence servers. The smart glasses — a first for Apple — would rely on a specialized chip codenamed N401. The processor is based on Apple Watch chips but is further optimized for power efficiency and designed to control multiple cameras planned for the glasses, the sources said.  Apple’s smart glasses will initially be non-augmented reality…

The 22-year-old developer of Zerebro, who apparently committed suicide during a livestream on May 4, is actually alive, according to a San Francisco news outlet that claims they spoke to Yu outside his family home.  The San Francisco Standard reporter George Kelly claimed on May 8 that he briefly spoke with Yu outside of his family’s two-story home, where the crypto influencer refused to discuss the suicide allegations and whether he had financially benefited from it.  Instead, Yu reportedly said: “You can see the PTSD in my eyes, right?” before asking the reporter to leave. He was reportedly wearing a T-shirt, shorts, flip-flops and wire-rimmed glasses, possibly similar to the ones he had on while appearing to shoot himself to death during the livestream. Jeffy Yu speaking about the futur…

A man from the US state of Virginia will spend over three decades behind bars after being convicted of sending crypto to the terrorist organization commonly known as the Islamic State of Iraq and Syria. Federal Judge David Novak sentenced Mohammed Azharuddin Chhipa to 30 years and four months in prison on May 7 for sending over $185,000 to the Islamic State, the Department of Justice said on May 8. Prosecutors said that from around October 2019 until October 2022, the 35-year-old Chhipa collected and sent money to female Islamic State members in Syria, which helped them escape prison camps and funded fighting. The Justice Department said Chhipa would raise funds for the United Nations-designated terror organization through social media — receiving money online, or traveling hundreds of mil…

Rumble’s pro-crypto founder and CEO has confirmed that the firm will launch its Bitcoin and stablecoin wallet in the third quarter of this year, aimed at giving the Coinbase Wallet a run for its money.  The Rumble Wallet will be launched in partnership with stablecoin issuer Tether and compete directly with Coinbase, Chris Pavlovski said in a May 9 X post. “Our goal is to become the most prominent non-custodial Bitcoin and stablecoin wallet, powering the creator economy,” he added.  He continued to state that the Rumble Wallet will be the “vehicle to help monetize creators better than most advertisers, especially in international markets,” though he did not provide further details other than it may support Tether Gold (XAUT) as well.  Rumble Wallet. Source: Chris Pavlovski The video stream…

Bitcoin mining firm MARA Holdings (MARA) nearly tripled its Bitcoin holdings over 12 months, according to its newly released Q1 results. However, its Bitcoin production fell, and total earnings slightly missed Wall Street estimates in Q1. MARA, formerly Marathon Digital, saw its Bitcoin (BTC) holdings increase to 47,531 BTC, up 175% from the 17,320 BTC the firm was holding at the end of Q1 2024. MARA holdings inch closer to $5B after Bitcoin pump MARA holds the second-largest amount of Bitcoin among all publicly traded companies, according to CoinGecko data. Strategy (MSTR) holds the number one spot with 555,450 Bitcoin. The holdings represent a total value of approximately $4.9 billion, based on Bitcoin’s current price of $102,660 at the time of publication, according to CoinMarketCap dat…

A crypto-skeptical commissioner at the US Securities and Exchange Commission has blasted her agency over its settlement letter that could finally end the Ripple legal saga. The SEC and Ripple filed a joint settlement letter in a New York court asking for the August 2024 injunction against Ripple to be dissolved and $75 million of the $125 million in civil penalties held in escrow to be returned to the crypto firm, according to a May 8 statement from the SEC. SEC Commissioner Caroline Crenshaw blasted the pending deal in a May 8 statement, saying it would damage the regulators’ ability to keep crypto firms in line and undermine the court’s ruling. Source: James Filan “This settlement, alongside the programmatic disassembly of the SEC’s crypto enforcement program, does a tremendous disservi…

Crypto exchange Coinbase’s total revenue fell 10% quarter-over-quarter to $2 billion in Q1, missing industry estimates by 4.1% as trading activity slowed across the market. Coinbase’s net income was sliced by 95% from a near-company record $1.29 billion in Q4 to $66 million, in a large part due to Coinbase marking a $596 million paper loss on its crypto holdings. The firm’s earnings per share of $1.94, however, managed to beat the Zacks Consensus Estimate of $1.85 for the quarter. Coinbase’s May 8 results also showed that transaction revenue fell 18.9% quarter-on-quarter to $1.26 billion, as did trading volumes, which dipped 10.5% to $393 billion as crypto market cap dropped by double digits over the quarter, partly attributed to the Trump administration’s tariffs.  In contrast, US Presi…

A few years ago, a Belgian man in his 30s drove into a lamppost. Twice. Local authorities found that his blood alcohol level was four times the legal limit. Over the space of a few years, the man was apprehended for drunk driving three times. And on all three occasions, he insisted he hadn’t been…  ( 21 min )

Imagine going for dinner with a group of friends who switch in and out of different languages you don’t speak, but still being able to understand what they’re saying. This scenario is the inspiration for a new AI headphone system that translates the speech of multiple speakers simultaneously, in real time. The system, called Spatial…  ( 21 min )

“We believe that there are certain advantages to integrating XRP and its related infrastructure into its healthcare ecosystem,” the firm said in the release.  ( 25 min )

The rally followed a U.K. trade deal announcement and record ETF inflows exceeding $40 billion.  ( 24 min )

Bears are nursing their highest losses over two years as majors surged as much as 20%.  ( 26 min )

ETH outperforms CoinDesk 20 Index, as bulls comes back while BTC surges above $100k.  ( 25 min )

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Executives like OpenAI's Sam Altman said US support for infrastructure would make it easier for AI companies to meet demand.  ( 8 min )

For organizations with clearly defined problems and verifiable answers, RFT offers a compelling way to align models.  ( 8 min )

TOH is using Microsoft’s DAX Copilot to capture physician-patient conversations and generate draft clinical notes in real time.  ( 8 min )

Accenture's new research reveals the critical strategies that separate the companies successfully scaling AI from the 92% stuck in perpetual pilot mode, providing enterprise leaders with actionable insights to accelerate their AI transformation journey.  ( 8 min )

Microsoft CEO Satya Nadella’s endorsement of Google DeepMind‘s A2A open protocol and Anthropic's MCP is huge sign the industry is moving to an open garden.  ( 8 min )

Alibaba’s ZeroSearch trains large language models to beat Google Search and slash API costs by 88%, redefining how AI learns to retrieve information.  ( 7 min )

Mem0's architecture is designed to LLM memory and enhance consistency for more reliable agent performance in long conversations.  ( 9 min )

Simo’s appointment may also hint at a broader productization push within OpenAI. Her background at Facebook and Instacart underscores...  ( 9 min )

Imagination Technologies is unveiling its E-Series graphics processing units (GPUs) for graphics and AI processing at the edge.  ( 7 min )

Donald Trump's administration is expected to rescind Joe Biden's curbs on AI chip sales as part of a broader effort to revise semiconductor restrictions, Bloomberg reported.  ( 4 min )

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Ever wanted to change your log level in real-time? From your browser? Check this short video: Real-Time Log Levels Kiponos.io demonstrate changing Log Levels at runtime directly from the your web dashboard. Anything you change online - Instantly affects your runtime. Join the real-time revolution - signup and get your own! Kiponos.io  ( 3 min )

Check out this Pen I made!  ( 2 min )

When designing your website, you may encounter a situation where you need to display an image in a specific orientation, especially on mobile devices. This article addresses a common challenge: rotating a horizontal image 90 degrees to make it vertical and then ensuring it floats correctly within your text. We will explore the CSS techniques required for this task and demonstrate how to effectively implement it. Understanding Image Rotation and Floating in CSS It’s quite straightforward to rotate an image using CSS. By applying the transform: rotate(90deg); property to your image, you can change its orientation. However, when you apply rotation, you may notice that floating the image using float: right; doesn’t behave as expected on mobile devices. This can lead to further complications, e…  ( 4 min )

🚨 𝗪𝗔𝗥𝗡𝗜𝗡𝗚: Your Agile team might be losing productivity without you realizing it! The big problem? CONTEXT SWITCHING. Here's what studies say about context switching: According to the American Psychological Association, switching tasks can cost up to 40% of your productive time. A study by Gloria Mark, a professor at the University of California, Irvine, found that it takes an average of 23 minutes and 15 seconds to regain focus after an interruption. According to psychologist Gerald Weinberg, each extra task you switch between eats up 20–80% of your productivity: For agile teams, this means: So, how can you fix this? Set up 'no interruption' time blocks in your team's schedule. Prioritize tasks ruthlessly. Try the Pomodoro Technique. Get better at async communication. What have you tried to reduce context switching?  ( 3 min )

In the quiet corners of recording studios, a technological storm is brewing. Artificial intelligence, capable of replicating the unique timbres and resonant qualities of human speech, promises innovation—but brings with it profound ethical challenges. Where voice actors once saw stable creative livelihoods, they now confront serious questions about consent, identity, ownership, and even the meaning of artistic integrity itself. Together, let’s step carefully into this nuanced landscape—where the human voice and machine capability meet, mix, and inevitably conflict. For voice performers, their instrument isn’t merely technical or professional. It's deeply personal: a distinctive signature inseparable from their identity. Unlike written words or musical notes, a voice embodies a person's emo…  ( 6 min )

Abstract SuperRare’s recent integration with Arbitrum is transforming the digital art landscape by combining quality curation with an advanced, scalable blockchain solution. This post dives into the evolution of NFT marketplaces, details the integration processes between SuperRare’s curated platform and Arbitrum’s Layer 2 scalability, and examines real-world applications, technical challenges, and future trends. With easy-to-read explanations, tables, bullet lists, and authoritative links such as What is Blockchain? and What is Arbitrum?, this guide is a must-read for developers, digital art collectors, and investors looking to stay ahead in this rapidly evolving ecosystem. The digital art revolution has brought blockchain technology to the forefront of creativity and investment. Among t…  ( 9 min )

Introduction In modern Python development, managing dependencies efficiently is crucial. If you're using the uv tool for dependency management, you might encounter a situation where you want to keep your Git-based dependencies up to date whenever changes are made in the repository. This article will help you figure out how to configure uv to automatically perform a git pull for your dependencies, ensuring your virtual environment reflects the latest code. Understanding the Issue The problem arises when you add a Git repository as a dependency in your project using the uv add command. After making commits in the Git repository of the dependency, you might expect that running uv sync will pull the changes and update the files in your current virtual environment (usually located in .venv). Ho…  ( 5 min )

If you're setting out to become a web developer, learning HTML, CSS, and JavaScript is non-negotiable. These three languages form the foundation of everything you see and interact with on the web. But with so many tutorials, tools, and frameworks available, where do you even begin? This guide breaks it down for you. It’s not just a checklist—it’s a human roadmap you can follow to build real confidence and skills in web development. Start with the Web Basics Before you dive into any code, take a moment to understand how the web works. Learn about browsers, servers, URLs, and the HTTP protocol. These concepts give you context and help you grasp why you're coding something a certain way. Learn HTML: The Structure HTML (HyperText Markup Language) is the skeleton of every webpage. You’ll ne…  ( 5 min )

In today's fast-paced and tech-savvy world, the demand for cleanliness is not just about hygiene—it's about convenience, efficiency, and trust. This is where mobile technology plays a crucial role. Whether it's for homeowners looking to tidy up their living space or businesses maintaining office cleanliness, a dedicated mobile application can be a game changer for cleaning service providers. A mobile app designed for cleaning service management allows both customers and providers to interact more efficiently. Here's what it typically brings to the table: Real-time booking and scheduling GPS-based service tracking Customer reviews and ratings Secure payments Push notifications for reminders and updates With these features, businesses can significantly improve customer satisfaction and opera…  ( 5 min )

Hi Dev.to, I'm Dylan Clément, a full-stack developer and designer. Over the last few months I’ve been working on something called Jolyo, a web platform built specifically for indie game developers who are tired of juggling a million tools. Like many in the game dev scene, I found myself constantly switching between Trello for tasks, Notion for docs, Google Drive for assets, Discord for team chat, and itch.io for visibility. It worked, sort of. But it was messy and inefficient. So I started building Jolyo, a platform that brings all these essentials together in one place, with game creators in mind. Jolyo is a web-based workspace for managing game development projects. It centralizes everything: tasks, documentation, team collaboration, and community sharing. Instead of jumping between disc…  ( 4 min )

Mastering Git from the inside out—what every developer should know. Git isn’t just a version control system—it’s a content-addressable key-value store with an elegant and powerful object model. Understanding this model enables advanced usage, more efficient workflows, and better debugging. Git stores everything in its .git/objects/ directory using SHA-1 hashes as keys and compressed content as values. echo "Hello Git" | git hash-object -w --stdin This command stores a blob (file content) and returns its SHA-1 hash. Git’s internal model revolves around four object types: Type Purpose blob Stores raw file content (not filename). tree Represents directory structure. commit Points to a tree and includes metadata and parent commits. tag Creates referenceable, named points in histo…  ( 4 min )

In the Go programming language, we often see the use of the underscore (_), such as using it as a placeholder to ignore unwanted variables, importing packages solely for their side effects, or ignoring variables in type conversions. However, most people may not have encountered the use of an underscore within a struct—specifically, defining a struct field named _. So, what is the purpose of defining such a field? _) Fields First, let's look at an example of a struct without an underscore (_) field. In the model package, we define a User struct with two fields: Name and Age. type User struct { Name string Age int } We declare struct variables using both positional and named field initialization. user := model.User{"Alice", 18} user = model.User{Name: "Alice", Age: 18} In the ab…  ( 5 min )

React + Vite , integrar o Sentry pode ser o passo mais inteligente para garantir observabilidade, rastrear bugs em produção e entender o que está acontecendo com seus usuários —  antes que eles reclamem. Neste artigo, você vai aprender: O que é o Sentry e por que usá-lo Como integrá-lo em um projeto React + Vite Como testar, personalizar e tirar proveito real da ferramenta e muitos mais O Sentry é uma ferramenta de monitoramento de erros em tempo real. Ele captura exceções, mostra o contexto (usuário, navegação, ambiente) e ainda integra com ferramentas como Slack, GitHub e Jira. Por que usar Sentry em React? Stack trace completo com source maps (achei melhor que Datadog e Dynatrace) Captura de erros não tratados e warnings Agrupamento inteligente de problemas Performance monitoring (opcio…  ( 7 min )

Transform your existing Java applications into AI-powered solutions without the need for a separate server infrastructure. Code for this article is here Introduction Prerequisites Weather Service Google Search Notification System File Operations Implementation Guide Examples Best Practices This guide demonstrates how to leverage the Google A2A (Agent-to-Agent) protocol to infuse AI capabilities into your existing Java applications. The A2A protocol enables seamless integration of AI functionalities without requiring a separate server infrastructure, making it an ideal solution for enhancing your business applications with AI features. Before you begin, ensure you have: Java 8 or higher Maven or Gradle for dependency management Basic understanding of Spring Framework A2A library dependenci…  ( 5 min )

PARSER combinators are widely used in the world of functional programming, and OCaml's Angstrom library is one of them. It is used to implement many foundational parsers in the OCaml ecosystem, eg HTTP parsers for the httpaf stack. However, one of their bigger downsides is the lack of accurate parse error reporting. Let's take a look. Suppose you want to parse records of this format: 1 Bob ie an ID number followed by one or more spaces, followed by an alphabetic word (a name). Here's a basic Angstrom parser for this: open Angstrom type person = { id : int; name : string; } let sp = skip_many1 (char ' ') let word = take_while1 (function 'A' .. 'Z' |'a'..'z' -> true | _ -> false) let num = take_while1 (function '0'..'9' -> true | _ -> false) let person = let+ id = num and+ _ = sp an…  ( 4 min )

When developing an Angular application, managing multiple asynchronous initialization tasks can be a bit tricky, especially when you need to chain them to ensure all required configurations are loaded before your app starts. In this post, we’ll explore how to properly set up multiple app initializers in an Angular 19 application, specifically when using the provideAppInitializer function to load configurations from a service. Understanding App Initialization in Angular Angular's dependency injection system provides a way to delay the app's bootstrap process until all necessary dependencies are ready. This is done through the application configurator, where you can specify initial functions to execute before the application begins. For instance, in your application, you have provideAppIniti…  ( 4 min )

Lazy loading is a technique that can greatly improve website performance, especially for pages with a lot of content or images. Instead of loading all elements of a page on initial load, lazy loading allows the browser to only load elements that are visible to the user, saving bandwidth and speeding up page load times. As users increasingly rely on mobile devices and sometimes slower internet connections, site performance becomes crucial for user experience. One of the easiest ways to improve performance is by using lazy loading for images or other elements that are not immediately visible on the page. One way to implement lazy loading is by using the Intersection Observer API, which provides an efficient way to detect when elements come into the user's viewport. Here’s a simple example of…  ( 4 min )

Become a Git power user by mastering its low-level inspection and history tools. While Git’s porcelain commands help manage day-to-day workflows, plumbing commands reveal its internal architecture. This article explores commands like git ls-tree, git rev-parse, git fsck, and advanced git log formats to help you debug, visualize, and verify with confidence. git ls-tree HEAD Lists files and directories tracked in the current commit: git ls-tree HEAD 100644 blob a4c2e3e file1.txt 100644 blob b6f9d5f file2.txt 040000 tree 3f5e2a7 src 100644: File mode (permissions). blob/tree: Object type. a4c2e3e: Object SHA-1. file1.txt: File name. git rev-parse HEAD git rev-parse HEAD Output: 9b2e3d7a8f00c6e4f88d70a9c2e7fcbf97e6c9c5 This hash is essential for scripting, CI/CD integration, and deb…  ( 4 min )

Abstract Zero-knowledge proofs (ZKPs) are revolutionizing blockchain technology by providing robust privacy and security enhancements without compromising transparency or decentralization. In this post, we explore the origins, core concepts, and diverse applications of ZKPs—from confidential transactions to scalable blockchain solutions. We review prominent technologies such as zk-SNARKs, zk-STARKs, Bulletproofs, and newer entrants like PLONK and Halo, and discuss their roles in tackling the inherent challenges of blockchain—as well as how they enable future interoperability. We also incorporate insights from the broader blockchain and open-source communities, presenting a technical yet accessible discussion for developers and enthusiasts alike. Blockchain systems have come a long way fr…  ( 8 min )

This is a submission for the Amazon Q Developer "Quack The Code" Challenge: Exploring the Possibilities RutaTech CLI is a command-line tool built with Node.js and Amazon Q Developer that helps users - especially students, career changers, and curious adults - explore paths in technology through a personalized, interactive experience. This tool transforms the question "What career in technology is right for me? into a conversation in the Amazon Q-powered CLI. Users can: 📝 Take a quiz to identify skills. 🧩 Get AI-generated learning paths 💡 Find real opportunities (bootcamps, scholarships, jobs) ❤️ Discover inspiring stories from technology professionals 🤩 Explore interactive challenges 🤝 Match personal interests with relevant technology roles This isn't just a script - it's a smart, mod…  ( 4 min )

Unlocking the Internals of Git’s Immutable Architecture Git is more than just a version control system—it’s a cryptographic ledger that builds its commit history on top of SHA-1 hashing. This design enables immutability, traceability, and distributed consistency. Every Git commit is represented by a SHA-1 hash that encodes the entire state of the project at a point in time. git log --pretty=raw Output: commit 9fceb02b21337d3025f69e22f68c82d20a000000 tree 36b74b3b8f6a... parent cf23df2207d9... author John Doe committer John Doe Commit SHA-1: Fingerprint of the current state. Tree SHA-1: Represents the directory structure. Parent SHA-1: Links to prior commits (commit chaining). Metadata: Author, committer, and commit message. Git’s SHA-1 hashing …  ( 5 min )

Understanding Fused Location Client Behavior When using the Android Fused Location Client, many developers encounter the issue where the lastLocation temporarily freezes, showing the same coordinates repeatedly. This observation can be particularly perplexing, especially for those utilizing it within a Jetpack Compose application to display locations on a Google Map. Let's explore this phenomenon and some potential reasons for this behavior. How the Fused Location Client Works The Fused Location Client is a part of the Google Play services designed to provide location updates in a way that minimizes battery consumption while ensuring high accuracy. By using various sources like GPS, Wi-Fi, and Bluetooth, it can determine the user’s location effectively. However, it can also lead to scenari…  ( 5 min )

Unlocking Git’s Inner Mechanics for Expert-Level Mastery When most developers think of Git, version control comes to mind. But beneath its porcelain surface lies a powerful, content-addressable file system designed with immutability, integrity, and efficiency in mind. This post peels back the layers to explore Git as a content management system, powered by cryptographic hashing and a robust object model. At the core of Git is content-addressability—a paradigm where content is identified and retrieved using a SHA-1 hash, not a filename. “If two pieces of content are the same, Git ensures they are stored once—immutably and efficiently.” This design guarantees: Uniqueness: Identical content results in identical hashes. Integrity: Any mutation alters the hash and creates a new object. Dedupl…  ( 5 min )

In modern web development, creating a dynamic user interface with interactive elements is crucial. One common use case is the contenteditable attribute, which allows users to edit text directly in a block element. In this article, we'll address a specific challenge: how to change the color of certain characters while still allowing users to type freely in a contenteditable div. Understanding the Problem The issue arises from the way you are manipulating the inner HTML of the contenteditable div. When you use innerHTML to replace characters with styled elements, it effectively refreshes the entire content of the div, causing the cursor position to reset and leading to a frustrating user experience. This can also prevent users from typing, as they may lose their current input context.…  ( 4 min )

You know the drill. That tiny, deceptively benign issue you've been studiously ignoring, muttering "Eh, I'll fix that later." Then, inevitably, something pokes the bear, making the minor annoyance a major pain. Suddenly, you're motivated, nay, compelled to vanquish it. And that's when all hell breaks loose. Every attempted fix births three new problems, and your entire day evaporates into a black hole of troubleshooting. Yeah, that was my day. So, What Fresh Hell Was This? It all started with a seemingly insignificant hiccup in my Home Assistant smart home setup. On my phone? Smooth sailing. On my desktop, however, specifically with Opera – my now former browser, thanks to this debacle – things were decidedly less smooth. Opera, bless its little cotton socks, was having an absolute fit try…  ( 6 min )

This is a submission for the Amazon Q Developer "Quack The Code" Challenge: That's Entertainment! Ever had your non tech friends/colleagues/family stare when you use a terminal in front of them, asking if you are you hacking something. Now you can truly amaze them them further with a web based terminal simulator that turns random keystrokes into impressive looking cybersecurity wizardry. Inspired by Hollywood's classic hacker scenes furious typing, screens filled with code, dramatically shouting "I'm in!", Hackerman transforms ordinary typing into a spectacular digital show. The interface creates convincing technical jargon, shows animated progress bars, and simulates security breaches all without needing any actual hacking knowledge. I created this fun project with Amazon Q generating co…  ( 5 min )

In the world of databases, ensuring data integrity and consistency is paramount. This is where ACID principles come into play. ACID stands for Atomicity, Consistency, Isolation, and Durability, and these principles are foundational to any SQL database operation. Let's explore each principle and provide examples to illustrate how they work in practice. What Are the ACID Principles? Atomicity Atomicity ensures that a series of database operations either fully complete or do not happen at all. This means that if one operation in the transaction fails, all previous operations are rolled back to maintain the state before the transaction began. For example, consider a banking application where we need to transfer funds from one account to another. Both deduction from the sender's account and add…  ( 5 min )

Introduction In this article, we explore why the operator+= in C++ can accept brace-enclosed initializer lists while operator+ cannot. Understanding this issue is crucial for C++ developers, especially when dealing with operator overloading in modern C++. The Issue Explained When working with C++11 and later, initializer lists are a powerful feature that allows for more natural syntax when initializing collections. However, when you try to use these lists with overloaded operators, things don't always go as expected. The code snippet shared shows two operator overloads defined for a struct AddInitializerList: one for operator+= and another for operator+. #include #include using namespace std; struct AddInitializerList { void operator+= (initializer_list<i…  ( 4 min )

In today's mobile-first world, having just a website isn't always enough. With smartphone users spending over 90% of their mobile time in apps rather than browsers, converting your website into a dedicated mobile app can dramatically boost engagement, enhance user experience, and drive conversions. Thanks to AI-powered tools, this transformation no longer requires an army of developers or a massive budget. This guide walks you through exactly how to turn your website into a mobile app using cutting-edge AI platforms—quickly, affordably, and with minimal technical knowledge. Before diving into the how-to, let's consider why businesses are rushing to create mobile apps from their existing websites: Faster Loading: Apps load instantly compared to websites, reducing frustration and abandonment…  ( 7 min )

Comparing No-Code App Builders: Which Platform Is Ideal for Your App? In today's fast-paced digital landscape, creating apps no longer requires extensive coding knowledge or a substantial development budget. The rise of no-code platforms has democratized app development, allowing entrepreneurs, small businesses, and creative minds to bring their ideas to life without writing a single line of code. But with so many options available, how do you choose the right platform for your specific needs? The no-code movement has gained tremendous momentum in recent years, fueled by the growing demand for digital solutions across all industries. These platforms use visual interfaces with drag-and-drop capabilities, pre-built templates, and intuitive design tools to help users create functional appli…  ( 6 min )

Introduction to SOLID Principles in Java The SOLID principles are a set of five design principles aimed at making software designs more understandable, flexible, and maintainable. When you implement these principles properly in Java, you can greatly improve the structure of your code. Each letter in SOLID represents a different principle: S - Single Responsibility Principle (SRP) O - Open/Closed Principle (OCP) L - Liskov Substitution Principle (LSP) I - Interface Segregation Principle (ISP) D - Dependency Inversion Principle (DIP) In this article, we will explore each of these principles with practical Java code examples to illustrate their importance and application. Single Responsibility Principle (SRP) The Single Responsibility Principle states that a class should have only one reason …  ( 5 min )

Introduction If you are experiencing a Kotlin compilation error while integrating Google Health Connect into your React Native project, you're not alone. Many developers encounter this issue when following the setup guide from the official GitHub repository. The error message often looks something like this: Execution failed for task ':app:compileDebugKotlin'. A failure occurred while executing org.jetbrains.kotlin.compilerRunner.GradleCompilerRunnerWithWorkers$GradleKotlinCompilerWorkAction Compilation error. See log for more details In this article, we will explore why this error occurs, the common pitfalls, and a step-by-step guide to successfully troubleshoot and resolve the issue. Understanding the Issue The Kotlin compilation error during the Gradle build process can arise due to mu…  ( 5 min )

Hi everyone! 👋 I’m Sveta, a DevOps & networking student currently based in Prague 🇨🇿. Originally from Russia, I’m studying in the Czech Republic and learning everything I can about modern infrastructure, automation, and working in tech. 🛠️ What I’m Learning: Computer networks & internet technologies CI/CD, Docker, GitHub Actions Basics of Linux & scripting Working part-time in IT to gain real-world experience 🎯 My Goals: Build a DevOps portfolio with real projects Move to a country where I can grow, learn, and live fully 💡 What I’ll Be Posting(or try posting): Simple, real-world DevOps projects Tips I learn as a student working part-time Thanks for reading! If you're also learning DevOps, preparing to study abroad - let's connect! 💌  ( 3 min )

In the age of over-engineered web apps, sometimes all you need is a super fast, SEO-friendly static site to solve a real-world problem. That’s exactly what we set out to do with Parcs Canins — a curated directory of secure, fenced dog parks in France, built entirely with Astro.js. Dog owners often struggle to find safe, off-leash parks where their pets can play freely. Municipal websites are clunky, outdated, and poorly ranked on Google. So instead of building a full-blown app, we decided to focus on: Speed Simplicity Search engine visibility Our goal: Make it dead simple for dog owners to find fenced parks with just a Google search or a quick browse. We chose Astro because it solves two core problems at once: Blazing-fast performance: Astro ships zero JavaScript by default. Built-in SEO t…  ( 4 min )

Do you want to stay competitive in the rapidly evolving field of data analysis? As organizations increasingly rely on data-driven decision-making, the skills needed by data analysts have become more diverse and sophisticated than ever before. In 2025, successful data analysts need a versatile combination of technical skills and soft skills to transform raw data into actionable insights that drive business value. This comprehensive guide explores the essential data analyst skills you need to thrive in today's business environments. We'll cover both the technical foundations and the equally important soft skills that set exceptional analysts apart. This post also highlights how you can become more efficient and effective by using modern tools such as Quadratic AI. Technical skills for data a…  ( 10 min )

Welcome to Day 24 of the 30 Days of Linux Challenge! Today’s focus is on securing and managing network access using firewalld, nmcli, and iptables — tools that are deeply integrated into Red Hat-based systems. Why Firewall & Network Management Matters Start and Enable firewalld Check Firewall Status and Rules Allow and Block Services Port-Based Rules with firewalld Use Zones for Granular Control Manage Network Connections with nmcli Inspect Rules with iptables Try It Yourself Why This Matters 🔒 Firewalls protect your system from unauthorized access 🌐 Network tools ensure connectivity, DNS, IP config, and interface control 🚀 Red Hat provides enterprise-grade options to manage both with precision sudo systemctl enable --now firewalld sudo firewall-cmd --state This shows: Active zone …  ( 4 min )

When I took over a project for a client recently, I discovered they were spending nearly $1,000 monthly on AWS infrastructure despite having fewer than 5 active users. This is how I fixed it. The Problem Poorly designed Flask backend Everything running in development mode on expensive AWS EC2 instances A client who had just laid off their team and needed an MVP launched The Solution Purchased two high-performance dedicated servers from Hetzner Self-hosted Coolify as a Platform-as-a-Service solution Containerized all application components Implemented CICD with Github for streamlined deployments. Migrated everything away from AWS For those unfamiliar, Coolify is an open-source alternative to Netlify or Heroku that can be self-hosted on your own infrastructure. The Results 80% reduction in monthly infrastructure costs (from ~$1,000 to ~$<200) More stable environment with proper containerization Simplified deployment process Full control without vendor lock-in Key Takeaway Before automatically choosing the most popular cloud provider, consider alternatives like Hetzner combined with self-hosted PaaS solutions like Coolify. For many early-stage startups, this approach provides the right balance of developer experience and cost-efficiency. Sometimes the best technical solution isn't the most expensive one. Upcoming Self-host Coolify on your own infrastructure Host your own services like analytics, project management tools, interactive forms like Formspree, and much more.  ( 3 min )

Common Manual Testing Techniques: Manual testing techniques help to ensure that software should meets the customer requirements, defects and enhance the user experience.The most common methods are below, Black Box Testing: Testing Examples: Acceptance testing,Functional testing and Regression testing. White Box Testing: Testing Examples: Unit testing and Integration testing. Gray Box Testing: Exploratory Testing: Functional Testing: Sanity Testing: Acceptance Testing: Regression Testing: Boundary Value Analysis: Boundary value analysis is a black box testing techniques its used to validate the input values at their boundary limits. This BAV technique is used to identified the errors at the boundary conditions. In BAV, tester need to identify the input boun…  ( 5 min )

Introduction If you're developing a Flutter application, you may encounter the ProviderNotFoundException error, as described in the sample you provided. This error indicates that the BuildContext used does not have access to the Provider you're trying to access, which can be particularly tricky when managing state across multiple screens or routes in your Flutter app. Understanding the ProviderNotFoundException The ProviderNotFoundException occurs when a widget tries to read a provider that hasn't been set up in its ancestor widget tree. This commonly happens in several scenarios: Hot Reload Issues: After adding a new provider, if you perform a hot reload instead of a hot restart, the application state may not fully recognize the new provider. Incorrect Widget Hierarchy: If your provider i…  ( 4 min )

What I Learned During the SheFi Program — And Why I Recommend It I started my journey into the world of crypto with a lot of doubts. I thought: "If anything, I’d invest in ETH, not Bitcoin." But even then, I was concerned about the environmental impact. Reading more, I discovered that Ethereum had transitioned to a more sustainable consensus mechanism — Proof of Stake (PoS) — unlike Bitcoin's Proof of Work (PoW). That helped ease my conscience a bit. But that was just the first hurdle. I set up my wallet and opened an account on a crypto exchange. That part was fairly smooth — I'm a software engineer, so I know my way around tech. Still, I found myself uneasy about usability and safety. Crypto addresses are long, unreadable strings, and one wrong character could mean losing your funds fo…  ( 4 min )

From Input to Impact: How Our RDH Turns Raw Data into Real-Time Signals So far on this journey, I’ve covered why you need a Robust Data Hub (RDH), how to document your sources, and how to organize data for visibility and traceability. Now we’re at the next phase—turning known inputs into actionable signals. This article isn't about vendor lock-in (although we could write a book on that). It’s about what we can control: how we capture data that already exists in our environment and transform it into something we can act on immediately. Our RDH (Robust Data Hub) leverages RDF (Resource Description Framework) to normalize data across distributed operations. But before we get to RDF conversion, there's an important layer that often gets skipped in discussions. This article focuses on that mi…  ( 8 min )

From Input to Impact: How Our RDH Turns Raw Data into Real-Time Signals So far on this journey, I’ve covered why you need a Robust Data Hub (RDH), how to document your sources, and how to organize data for visibility and traceability. Now we’re at the next phase—turning known inputs into actionable signals. This article isn't about vendor lock-in (although we could write a book on that). It’s about what we can control: how we capture data that already exists in our environment and transform it into something we can act on immediately. Our RDH (Robust Data Hub) leverages RDF (Resource Description Framework) to normalize data across distributed operations. But before we get to RDF conversion, there's an important layer that often gets skipped in discussions. This article focuses on that mi…  ( 8 min )

Introduction If you're writing a simple text editor in C and encountering issues with your text disappearing when using the Backspace key at the beginning of a line, you're not alone. Many newcomers face unexpected behavior in their text manipulation functions. This article will dive into why this happens, particularly focusing on how Backspace interacts with your cursor position and text storage. Understanding the Issue In your C text editor code, when you press the Backspace key (ASCII 8), you're performing different operations depending on the cursor's current position. If the cursor is at the beginning of a line (cursor_x = 0), the function tries to merge the current line with the preceding line using strcat. Though this is an intended feature, it inadvertently leads to the upper line …  ( 5 min )

Mastering the MediaSession API for Custom Media Controls: A Deep Dive Introduction The MediaSession API, a relatively recent addition to the web's suite of client-side APIs, allows developers to manage media playback in a way that enhances both user experience and control consistency across different devices and platforms. With the rise of progressive web applications (PWAs) and enhanced media streaming services, mastering the MediaSession API is imperative for developers aiming to create rich, user-friendly media experiences. This article serves as a comprehensive guide that explores the intricacies of the MediaSession API, examines complex code examples, highlights best practices, and underscores real-world applications in modern web development. Early web media playback rel…  ( 7 min )

Did you know you can create dynamic routes in Next.js with just four lines of code? As a freelancer working on front-end projects to pay the bills (thanks, American healthcare system), I recently discovered how to create dynamic routes in Next.js without any extra complications. The Problem I was tasked with creating a list of dashboards for Annual Performance Reviews (APR). Each APR has a unique name, and each one needs its own route, like: http://localhost:3000/apr/[ReviewType] With a large dataset containing various types of APRs, manually creating each route by making individual folders inside the app directory wasn’t feasible: -- app Manually replacing review[index].type with the actual review types from my data would be tedious and inefficient. The Solution I simplified the structure by creating a single folder: -- app Using square brackets in a folder name creates what Next.js calls a Dynamic Segment. With a Dynamic Segment, you can access all the parameters using the useRouter hook. In my case, I didn’t need to use the hook because I already had the review types, and the slugs in the URL matched those types. The solution was straightforward: const reviewType = reviewsType.find((rt) => rt.slug === params.reviewType); The {params} are the props in the page.jsx file of my Dynamic Route. If the reviewType from the URL matches the slug type, it’s a valid reviewType, and I can create the slug. It’s that simple. Later, I'll call the Links with their href destination to generate the user’s click in the sidebar component: reviewsType.map((rt) => {rt.title} ); Conclusion Next.js routing is incredibly powerful and easy to use. I’m excited to continue exploring all of Next.js’s capabilities and preparing a course for developers like me. If you’re proficient in web development but new to Next.js, join our community learning sessions. Live sessions and recordings will be available! Interested? Reach out!  ( 4 min )

Cloud platforms are built to scale. That’s their core feature — and their hidden risk. Every request to a cloud function, database, or storage API has a cost. If enough requests arrive, even legitimate-looking ones, the backend will scale automatically and incur that cost — and the account owner will receive the bill. This is not an exception. It is the intended behavior. Several public cases illustrate how cloud billing can be exploited or spiral out of control: $100K in 24 hours via Firebase – A WebGL hosting app saw a sudden traffic spike and was billed over $100,000. The cloud service scaled perfectly. No failure occurred — other than financial. One public file in Firebase = $98K – A single shared file led to massive egress usage and a near six-figure bill. GCP DDoS → $100K+ pro…  ( 4 min )

Check out this Pen I made!  ( 2 min )

If you’re tired of fighting with cloud infrastructure just to ship your app, you’re not alone. In 2025, there are now more accessible, affordable, and even AI-assisted ways to deploy Docker containers. Whether you’re hacking on a personal project or building something serious, you don’t need a DevOps team to go live. 1. Defang Defang lets you deploy any app from Docker Compose to your favorite cloud in minutes. Use the AI-powered CLI to scaffold projects or pick from 50+ ready-made samples. Run defang compose up to deploy instantly to Defang Playground or your own cloud with support for AWS, GCP, and DigitalOcean. Defang handles networking, SSL, storage, and more so you can skip the setup. It also includes an AI debugger to help fix issues fast. With the Defang MCP, you can even deploy y…  ( 5 min )

Glitch Hover Effect Nazanin Ashrafi shared a series of creative button effects this month, all built with pure HTML and CSS. The animations are simple yet cleverly executed and well-achieved. This glitching button changing shapes and colors caught my attention, but check her profile but other cool button designs. Text circle animation Scroll the page at different speeds and watch how the animation adapts in real time. It's mesmerizing and almost hypnotic. The fact that this is HTML and CSS only is mind blowing. Stijn Van Minnebruggen used scroll-driven animations to create this spinning word-wheel and took it to another level. Amazing demo! Product Swiper Tired of the same old product pages on e-commerce sites? Diana Moretti brings a fresh twist with a…  ( 4 min )

Introduction As I continue my 30-day Linux challenge in preparation for the RHCSA exam, today marks a milestone — the final day. And what better way to wrap up than by clearing the fog surrounding Linux itself? Linux is often wrapped in layers of myth, hearsay and outdated assumptions — scaring off beginners and making even seasoned IT professionals second-guess exploring it deeper. Today, we’re busting the biggest myths and laying out the realities with clear explanations, practical examples, industry insights and real-time scenarios. Let’s get comfortable with the truth. Index Myth 1 Linux is Only for Programmers and Hackers Myth 2 Linux Has No Good Applications Myth 3 You Must Know Terminal Commands to Use Linux Myth 4 Linux is Hard to Install and Configure Myth 5 Linux is Not Suit…  ( 5 min )

Introduction As I continue my RHCSA journey with the 30-day Linux challenge. Today, I want to step back from the deeply technical commands and configurations and instead speak directly to the non-techies — the project managers, analysts, entrepreneurs, marketers and curious learners who’ve always heard about Linux but found it intimidating or irrelevant to their daily workflows. Spoiler alert: Linux isn’t just for system admins and developers anymore. powerful, stable and surprisingly user-friendly environment that can make you more productive, resourceful and confident — no matter your job title. In this guide, I’ll break it all down simply with examples, helpful tips, real-world cases and industry insights so you’ll walk away saying: “I can use Linux, and I’m comfortable doing it.” Ind…  ( 5 min )

If you're a React developer, you've probably built dozens of projects. Maybe a weather app here, a dashboard there, or even a clone of some Silicon Valley unicorn. But here's a blunt truth: 🚨 Most devs are rich in code and poor in strategy. In this post, we're flipping that script. I’ll show you how to go from a React builder to a React business — using skills you already have, without waiting for VC funding, cofounders, or "the perfect idea." Let’s build something that pays you back. React devs often forget we hold superpowers: We can prototype ideas in hours. We know APIs and how to stitch products together. We can ship polished, production-ready web apps. You don’t need to build the next Stripe. You just need to solve a \$997 problem for someone — and React is the perfect toolkit for t…  ( 7 min )

Introduction I’m continuing my 30-day Linux challenge as part of my preparation for the RHCSA exam, and today’s topic might just be a lifesaver for system admins and everyday users alike: understanding disk space usage with df, du and how to find what’s clogging up your system. Index Why Disk Space Awareness Matters What is df What is du Real Time Scenario Industrial Insight Recommendations Quick Summary Running out of disk space can silently break a system whether it's preventing new files from being written, blocking services or even crashing processes. Being proactive is key. That’s where df and du come in, they give you a clear picture of what's full, why, and how to fix it. df (Disk Free) reports available and used disk space on file systems. df -h $ df -h Filesystem Size …  ( 4 min )

Introduction As I continue my 30-day Linux challenge in preparation for the RHCSA exam. Today is about something powerful yet surprisingly elegant: gracefully managing running processes in Linux. Each command, each concept is another step toward mastery. Index What Happens When a Process Misbehaves kill pkill killall Real World Scenario Pro Tips Quick Summary Sometimes, a process freezes, eats up memory, or refuses to quit. That’s where Linux gives us three mighty tools to step in with authority but grace too. kill pkill killall Let’s understand how each works. The Precision Tool kill is used to send signals to specific processes using their PID (Process ID). kill -SIGTERM 1234 This sends a polite request (SIGTERM) asking the process to stop. Want to force it? kill -9 1234 # SIGK…  ( 4 min )

Ever thought your React skills could build more than apps? What if they could build income streams, fast-moving micro-businesses, or even an entire local agency—without needing investors, employees, or startup capital? Let’s talk about building a business from your dev toolkit. While React dominates the tech stack at big startups, its real superpower lies in its flexibility. You can build: 🌐 Full-stack web apps (Next.js, Remix, Astro) 📱 Mobile apps (React Native) 🔧 Internal tools (Retool + custom React components) 📈 Data dashboards 🛒 E-commerce frontends 🎯 Lead-gen landing pages Now imagine pairing that with a smart monetization strategy. React gives you leverage—but leverage only works if you apply it to the right problems. Here are business angles that use your skills for revenue: …  ( 7 min )

Introduction As I continue my 30-Day Linux Challenge for RHCSA preparation with the #CloudWhistler community led by Ali Sohail. Today I’m diving into a topic that helps you see what's really happening inside your Linux system process monitoring. In this article, I’m exploring three powerful commands: ps, top and htop. Index What Are Processes in Linux ps Process Snapshot top Real Time Process Viewer htop Enhanced Top Real Life Use Cases Recommendations Quick Summary Every running task or application in Linux is a process. These include services, system tasks and commands you run in the terminal. Being able to view and manage processes is essential to troubleshoot, monitor system load and understand how your machine is performing. The ps command gives you a snapshot of currently runnin…  ( 4 min )

📚 Table of Contents Intro: RHEL 9, Cloud Services, and You First Off, What Even Is "The Cloud"? Enter: RHEL 9 (aka the Brain of Your Cloud Machine) Real-World Drama: How RHEL 9 Works in the Cloud RHEL 9: Security Like a Digital Bodyguard Automation Nation: RHEL’s Cloud Superpowers Hands On Time: Try RHEL 9 in the Cloud Yourself! Final Thoughts: Why You Should Care So, you’ve heard of Linux. Maybe you think it’s for hoodie-wearing hackers or bearded sysadmins living in dark basements. Not quite. Red Hat Enterprise Linux 9 (RHEL 9) is like the clean-cut, enterprise-ready big sibling of all those cool Linux cousins. It's the VIP guest in the world of cloud computing. But what happens when this well-groomed Linux OS meets the Cloud? Spoiler alert: they get along like peanut butter and jel…  ( 5 min )

🎟️ BookTheScene – An Event Booking Web App Built with Angular 19 Vivek Dudhatra ・ May 7 #webdev #angular #typescript #programming  ( 2 min )

Originally published at ssojet The Model Context Protocol (MCP) is gaining traction in the Java ecosystem, particularly within frameworks like Quarkus and Spring AI. Developers can now run MCP servers more efficiently using tools such as JBang. The MCP Java Server Configuration Generator simplifies the process for Java developers. MCP, introduced by Anthropic, serves as an open standard enabling applications to provide context to Large Language Models (LLMs). Companies like OpenAI and Google have shown support for it. Most recently, GitHub announced support for MCP servers for VS Code users. MCP allows developers to expose functionalities in the form of tools that integrate with LLMs. The protocol supports communication via standard input and Server-Side Events (SSE). Java frameworks are w…  ( 4 min )

Originally published at ssojet The Microsoft Dev Proxy team has announced the release of version 0.27, enhancing developer experience through new features and improvements. This tool, previously known as Microsoft 365 Developer Proxy, helps in mimicking genuine API behaviors during application testing. One major addition is the capability to generate TypeSpec definitions from intercepted requests. This feature allows developers to quickly create TypeSpec definitions from real traffic, streamlining the API modeling process. It works similarly to generating OpenAPI specifications, enhancing productivity. Another important feature is the experimental Dev Proxy MCP server, enabling configuration using natural language. This aims to simplify the user experience and enhance understanding of Dev…  ( 4 min )

As React applications scale, managing shared state across components becomes one of the trickiest challenges. Choosing the right state management pattern can drastically impact maintainability, performance, and developer experience. Whether you're building a small dashboard or a sprawling enterprise SPA, this guide walks through modern and effective shared state management patterns in React. Before introducing tools like Redux or Zustand, ask: Is this state needed by many components? Does it need to persist across navigation? Should it be cached, memoized, or reactive? If the answer is no, local state via useState or useReducer is usually enough: const [isOpen, setIsOpen] = useState(false); Premature global state can overcomplicate things. React’s built-in Context is perfect for theming, …  ( 5 min )

Introduction When working with data in Python, especially using the Pandas library, you often need to filter DataFrames based on specific conditions—like dates in your case. However, dynamically generating filter conditions can sometimes be tricky. If you've noticed that your dynamically created filter condition is yielding an empty DataFrame, don’t worry; you’re not alone in this struggle. Let's break down your issue and solve it step by step! Understanding the Dynamic Filtering Issue The issue arises from logical operations in your loop. When you create a filter condition dynamically, you must ensure that the logical operators are applied correctly. In your case, using & for element-wise AND operation is correct; however, the parentheses and precedence in evaluating the filter might be c…  ( 4 min )

It's Day #11 of building a AI Model. Updates↗  ( 2 min )

This article was originally published on Rails Designer Last week I released v1.14 of Rails Designer's UI Components. With that release came a fully-customizable Calendar Component, built with ViewComponent and designed with Tailwind CSS. Since that release I got two times the question via email about recurring events. Does that work? And indeed it does. The Calendar Component simply accepts an events array/collection. And while this kind of functionality is out-of-scope of a UI component (and the support for it), I am currently working on something that just happens to need this kind of feature. It is not at all too difficult to start (the tricky bits start when hundreds of thousands of events are created 😬). So what else can I do then to share how I would approach this in an article? T…  ( 5 min )

Social media was supposed to bring us closer together. But more and more, it feels like the opposite. The constant outrage. The algorithmic manipulation. The hate, the harassment, the performative everything. I’ve had enough. It’s called KindredCircl — a social platform rooted in authentic connection, belonging, and safety. No ads. No data mining. No engagement farming. Just people, stories, and human connection. We’re talking real posting, shared experiences, and a chance to connect with people who actually see you. Not as metrics. Not as targets. As people. Kotlin Multiplatform (Jetpack Compose, Kobweb) Ktor backend (GraphQL, Firebase Auth, PostgreSQL) Redis for caching + feed ranking BERT + sentence embeddings (MPNet / e5-large) for feed + moderation Everything Dockerized, deploy…  ( 4 min )

As Vue.js applications scale, code organization becomes just as important as functionality. What starts as a couple of Vue components can easily evolve into a hundred interconnected files, each with their own state logic, side effects, and styling concerns. To prevent tech debt and burnout, let’s talk about how to design Vue.js projects for maintainability. A well-organized src/ directory can make or break a large Vue application. The common pitfall is stuffing everything into a components/ folder. Instead, group files by domain or feature: src/ ├── modules/ │ ├── auth/ │ │ ├── components/ │ │ ├── views/ │ │ └── store.js │ └── dashboard/ │ ├── components/ │ ├── views/ │ └── store.js ├── shared/ │ ├── components/ │ └── utils/ This approach aligns with …  ( 4 min )

Sobald eine Angular-Anwendung wächst kann es schnell unübersichtlich werden. Komponenten die beispielsweise direkt auf Backend-APIs zugreifen oder den Application-State manipulieren sind hier aus meiner Erfahrung heraus keine Seltenheit und führen langfristig zu Problemen. Komponenten werden zu groß, die Testbarkeit leidet und das Austauschen von Stores oder APIs wird mühsam und kostspielig. Ein Lösungsansatz für diese Problematik könnte die Verwendung von Facades sein. Facades sind eine Art von Design-Pattern, das eine vereinfachte Schnittstelle zu einer komplexen API oder einem System bereitstellt. In Angular-Anwendungen können Facades verwendet werden, um den Zugriff auf verschiedene Teile der Anwendung zu abstrahieren und zu vereinheitlichen. Sie fungieren als Vermittler zwischen der U…  ( 6 min )

When you're working with Laravel at scale, Eloquent — Laravel's beloved ORM — can be a double-edged sword. It’s expressive and elegant, but it can lead to subtle and costly performance issues if not used with caution. Over the years, I’ve worked on large Laravel applications where data integrity, response time, and system load were mission-critical. This post explores the common pitfalls I’ve encountered with Eloquent and how to avoid them. The N+1 Query Problem One of the most infamous issues is the N+1 query problem. If you've ever looped through a collection and accessed a relationship inside the loop, you’ve likely caused this. For example: $users = User::all(); foreach ($users as $user) { This results in 1 query to fetch users, and 1 query per user to fetch the profile — causing pote…  ( 4 min )

“Your app isn’t production until the padlock turns green.” one-liner speed of the quick-start and the step-by-step clarity of the original long-form post. Follow along and you’ll mint fresh Let’s Encrypt certificates, wire them into Dify’s Nginx, and set-and-forget auto-renewal—all in ~15 minutes. ✅ Win 🚀 Why it matters End-to-end encryption Keep chat sessions & API calls private. Browser trust No more red “Not secure” labels. Free & automated Let’s Encrypt renews every 60–90 days without a credit-card or cron anxiety. Domain – A/AAAA record → your server Ports – 80 & 443 open on firewall/cloud SG Docker – v24 + Compose v2 (docker compose version) Dify repo – git clone https://github.com/langgenius/dify.git && cd dify/docker 2 Patch .env (tell Dify who it i…  ( 5 min )

Introduction Hey there, fellow developers! Today I'm excited to share a fun little project I built using React and Vite - a dynamic background color changer app. This interactive tool allows users to easily switch between different background colors, use a custom color picker, and keep track of their color history. It's a perfect example of how React's state management can create smooth, interactive user experiences. Live Link The Color Changer App features: One-click color changes from a predefined palette Custom color selection with a color picker Color history tracking Smooth transition animations Copy-to-clipboard functionality Responsive design that works on all devices React - For building the UI components and managing state Vite - For fast development and optimized builds Lucid…  ( 5 min )

Tanıtım Sonatype Nexus Repository, temel olarak binary dosyalarından, çeşitli paketlere , AI modellerine kadar, geniş bir yelpazede merkezi saklama ve dağıtım aracıdır. Desteklediği paketleri şuradan görebilirsiniz. Kurulum  ( 2 min )

When working with PHP and making HTTP requests through a library that utilizes cURL, understanding the data being sent is crucial for effective debugging and development. Seeing the POST fields can help you verify that your requests contain the expected data before you send them, leading to faster troubleshooting and improved functionality. Understanding cURL Basics in PHP cURL is a powerful library in PHP that allows developers to make HTTP requests to external servers. It's widely used for API integrations and data retrieval. The curl_setopt() function is used to set various options for the cURL transfer, while curl_exec() executes the session. But what if you want to inspect the data—specifically, the POST fields before they are sent? Checking POST Fields in cURL To debug the POST field…  ( 5 min )

Beneath Seattle's bustling Pioneer Square lies the remains of another city. After the Great Fire of 1889, local engineers elevated the street level, leaving behind the original storefronts and sidewalks in a warren of subterranean tunnels. This hidden underworld, known as the Seattle Underground, was buried to make room for progress. But it never disappeared, it just became invisible. Today, our digital infrastructure mirrors that layered reality. Security teams are tasked with safeguarding an environment built on top of earlier architectures, older assumptions, and interfaces that weren't designed for what they now support. At BSides Seattle 2025, more than a thousand practitioners came together on the Microsoft campus, in Building 92, to explore how we secure not just the software we run…  ( 7 min )

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Exploring how DBSCAN uses density, not distance, to find clusters of any shape from theory and code to real-world applications like anomaly detection and geospatial mapping. Before diving into the code or real-world applications, it’s essential to understand what DBSCAN actually is and why it stands apart from traditional clustering techniques. At its core, DBSCAN short for Density-Based Spatial Clustering of Applications with Noise is a powerful algorithm that clusters data not based on shape or center points, but on the density of data points in a region. Let’s break down the key concepts that make DBSCAN unique. Density-Based Clustering : Instead of grouping points based of distance from a center(like K-MEANS). This algorithm groups points based on how crowded a region is No need for…  ( 4 min )

Choosing the Right Search Approach for Your Application with PostgreSQL and Neon When implementing search in your application, you need to choose the right text search approach. This guide compares PostgreSQL's built-in tsvector, the pg_search extension, and external search engines to help you select the best option for your needs. tsvector for Text Search PostgreSQL includes native full-text search capabilities using the tsvector data type and tsquery search expressions. The tsvector data type is a specialized data structure that PostgreSQL uses to represent documents in a form optimized for search. This built-in functionality works for basic search needs without requiring any additional extensions. It's perfect for smaller applications or when you don't require advanced search feature…  ( 7 min )

Hello EveryOne, I have recently wrapped up Frontend Dev at junior level convering essential techs like ; #HTML-5 #CSS-3 #JS(ES6+) #ReactJS Basics using #Vite #Tailwind CSS  ( 2 min )

How I Lost 35kg and Built a Habit Tracker That Actually Works Six months ago, I was lazy, unfocused, and overwhelmed. I’d scroll mindlessly on my phone, work beyond healthy hours, skip workouts, and constantly put off things I knew were good for me. I didn’t need a fancy productivity system — I needed a push. Something simple. Visual. Relentless. That’s when I built Days Without – Habit Tracker. I wasn’t aiming to reinvent productivity apps. I built Days Without for myself — because I genuinely needed help. I was tired of breaking promises to myself like “I’ll start tomorrow” or “just 10 more minutes on Instagram.” I needed a streak counter. A clear, visual reminder of how long I’ve stuck to something. Something lightweight and shame-free, but still motivating. With Days Without, I start…  ( 4 min )

A post by Simone Morellato  ( 3 min )

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📝 What is BDD? Behavior-Driven Development (BDD) is a software development methodology that evolved from Test-Driven Development (TDD). Unlike traditional development approaches that focus on implementation details, BDD focuses on the behavior of the system from the user’s perspective. BDD encourages collaboration between developers, QA, and non-technical stakeholders through a shared language that everyone can understand. This approach bridges the gap between technical and business teams by using natural language descriptions of requirements that can also serve as tests. BDD (Behavior-Driven Development) TDD (Test-Driven Development) Traditional Development Focuses on behaviors and outcomes Focuses on code implementation and unit testing Often focuses on features without explici…  ( 5 min )

Artificial Intelligence (AI) is redefining application security (AppSec) by allowing heightened vulnerability detection, test automation, and even self-directed malicious activity detection. This guide provides an thorough discussion on how generative and predictive AI operate in AppSec, written for cybersecurity experts and decision-makers in tandem. We’ll explore the evolution of AI in AppSec, its modern features, limitations, the rise of “agentic” AI, and future directions. Let’s begin our exploration through the foundations, present, and future of AI-driven AppSec defenses. History and Development of AI in AppSec Early Automated Security Testing Evolution of AI-Driven Security Models A key concept that took shape was the Code Property Graph (CPG), fusing syntax, execution order, an…  ( 11 min )

Think WordPress organization stops at categories and tags? Think again! My new blog post unveils the power of the WordPress Taxonomy API, showing you how to build sophisticated content relationships and filtering mechanisms. Level up your WordPress game: https://farhanali.me/wordpress-taxonomy-api-beyond-categories/  ( 2 min )

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Introduction The Pickle Rick room on TryHackMe is a fun, beginner-friendly challenge inspired by the Rick and Morty series. The goal is to exploit a web server to find three ingredients that Rick needs to transform back into a human from a pickle. This guide will walk you through each step to complete the room. Step 1: Let's deploy the Machine Navigate to the Pickle Rick room on TryHackMe. Start Machine" to start the virtual machine. Then start your AttackBox Kali machine to connect to our victim's machine. Step 2: Exploring the Web Application Let's open Firefox browser and in the URL bar let's input the victim machine ip. http://10.10.8.74 (YOUR_VICTIM_IP) Ok, just a standard web landing page, no big deal here on first sight. Let's try open the source code inspector on Firefox. F…  ( 7 min )

When developers encounter the issue of the Samsung system UI displaying over their Flutter app on devices like the Samsung S24 Ultra, it raises important questions about compatibility and layout handling. This specific issue seems to arise post-update to One UI 7.0 and Android 15, leaving many users wondering why their app layout is affected, especially if it was functioning well before the update. Understanding the Problem The main cause of this issue appears to be related to how the new system UI interacts with Flutter’s rendering mechanism. With the update to One UI 7.0, some changes might have impacted how safe areas and overlays are managed. The SafeArea widget is designed to prevent UI elements from overlapping with system UI elements such as the status bar and navigation bar. Howeve…  ( 4 min )

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This is a submission for the Amazon Q Developer "Quack The Code" Challenge: Exploring the Possibilities This project tries to make technology accessible to many more people. Today, a lot of developers are good in programming & technology but not many are proficient in English. This becomes a barrier for them to use technology. Using Amazon Q Developer, I have demonstrated a simple use of Amazon Q to generate documentation in regional languages like Hindi. Having documentation in familiar, non-English, local languages will make technology accessible to many more people, thus becoming more inclusive. Adoption of Amazon Q will also increase. https://drive.google.com/file/d/1zXTwx5VzkeTugUMlDAibUfVV4MLsWdkw/view?usp=sharing https://github.com/msr2610/neometroapi Here is how I used Amazon Q Developer: Open new chat in Amazon Q Developer Give a new "/dev" command and provide following prompt: a) From Java code file (Neocontroller.java), pick up all routes After this, Amazon Q Developer correctly generates a markdown file with description for each route in Hindi. Paste this file in a Docusaurus project and you have documentation of API (or your application screens) in non-English, regional language ! Team submission: Mandar Risbud (mrisbud@gmail.com)  ( 3 min )

A few months ago, I got laid off. I spent the whole night trying to migrate a legacy codebase, wrestling with ancient Redux Toolkit patterns and chasing weird bugs, only to wake up the next day to a layoff I never saw coming. Long story. But that’s how quickly things flipped, both my day and finances. Since then, I’ve been applying to jobs, following leads, and doing what I can to stay afloat, even diving deeper into Rust, building side projects like daemons and SDKs to keep growing. But there’s one thing I kept thinking about, a project I’ve poured months of love into: Potatoe Squeezy. It actually started from a small birthday idea, why can’t people just tip you on your birthday via GitHub using Solana, maybe through a Chrome extension? The same way Telegram lets you gift Premium, or X …  ( 5 min )

If your inspections rely on physical tools, tracking them doesn’t need to be manual or messy. This video walks you through how to set up, assign, and record tool usage using the Quality Inspector for Business Central. See how to define physical tools or specific items in your system with serial numbers. You can also link tools to Business Central records like fixed assets, items, or resources, and even mark some tools as “required” so inspectors must enter a serial number during testing. Learn how to assign physical tools to individual test steps within your inspection templates. This session shows how to open a checklist, pick a test, and select the tools for that specific measurement. Required tools get flagged if left blank, so nothing gets missed during the inspection process. See how users can mark tools as used, enter serial numbers (especially for required tools), and get visual feedback—like red highlights when a tool ID is missing, helping maintain traceability and compliance. Check all features and benefits: QCforDynamics  ( 3 min )

Slice, Splice, and Others in JavaScript — Explained Simply! If you're diving into JavaScript, you've probably come across array methods like slice() and splice() and thought... "Wait, what’s the difference?" You’re not alone! These two often confuse beginners — and even experienced devs sometimes need a refresher. In this article, we’ll break down slice(), splice(), and some other important array methods like push(), pop(), shift(), and unshift() in JavaScript. Let’s spice things up and get slicing! slice() – Non-destructive Copy Purpose: Extract a portion of an array without modifying the original. Syntax: array.slice(start, end); start: The index where the extraction begins. end (optional): The index where extraction ends (not included). Example: const fruits = ['🍎', '🍌', '🍓', '🍇'…  ( 4 min )

By Soumyajyoti, Senior Software Engineer @ ProtectAI It's 3 AM. Your phone buzzes aggressively with an alert notification: DatasourceNoData | 𝗙𝗜𝗥𝗜𝗡𝗚 Half-asleep, you grab your laptop, VPN into your infrastructure, and... everything's fine. No pods are crashing, no services are down, and CPU/memory usage across the cluster is normal. You've just been woken up by a false alert caused by a temporary blip in your monitoring system. If this sounds familiar, you're not alone. Many Kubernetes operators and SREs face this exact challenge: how do you create robust monitoring alerts that catch real issues but don't wake you up for temporary glitches? In this post, I'll share practical techniques our team developed for building reliable Grafana alerts for Kubernetes environments that strike th…  ( 5 min )

طراحی واکنش گرا یعنی وب سایت به طور خودکار با اندازه های مختلف صفحه نمایش هماهنگ می شود. این امر باعث نمایش درست سایت در گوشی، تبلت و کامپیوتر می گردد. امروزه، طراحی وب سایت به یکی از ارکان اصلی موفقیت کسب وکارها تبدیل شده. یکی از مفاهیم کلیدی در این زمینه، طراحی واکنش گرا (Responsive Design) هست. تا حالا به این فکر کرده اید که چرا بعضی وب سایت ها در همه دستگاه ها به خوبی نمایش داده می شوند و برخی دیگر نه؟ @media (max-width: 768px) { body { background-color: lightblue; } .container { padding: 10px; } } در این مثال، اگر عرض صفحه نمایش کمتر از 768 پیکسل باشه، رنگ پس زمینه و حاشیه های کلاس "container" تغییر می کنن. این قابلیت به طراح ها کمک می کنه تا تجربه کاربری بهتری رو فراهم کنن و مطمئن بشن که وب سایت در هر دستگاهی به خوبی نمایش داده می شه. در ادامه، به بررس…  ( 33 min )

https://killteamsidekick.app Has been way to long since I created a hobby/side project, so I decided to create a simple web app for tracking points in the board game Kill Team from Games Workshop. It's called Kill Team Sidekick. It's a SPA PWA built in Svelte and TypeScript. It's compiled statically now but can be changed to have a back end, should I need it for future features. First time building in Svelte and I'm pleasantly surprised. Uses a Material UI as a base for the design. Hosted on AWS. If you have any suggestions, comments or feedback then please share. I'm always open to hear what others think. Very happy with the results. I'm in love with PWA's and, unpopular opinion, I (still) think it's the future of smart phone apps.  ( 3 min )

In C++, template programming allows for great flexibility by enabling developers to write generic and reusable code. One common requirement is the need to specify default template parameters when using template templates. If you have a function that utilizes a template template parameter, you may want to provide default types for those parameters, particularly when dealing with standard containers like std::unordered_map. Understanding Template Template Parameters Before we dive into the solution, let’s clarify what template template parameters are. A template template parameter is a template that takes other templates as parameters. For example, when you declare template typename Map>, you are saying that Map itself is a template that accepts two type pa…  ( 4 min )

Abstract This post takes a deep dive into blockchain technology—from its foundational principles to its revolutionary applications and future prospects. We explore history, fundamental components, key use cases, technical challenges, and industry innovations. With clear explanations, tables, and bullet lists, this article offers both technical insights and easily accessible information. We also provide valuable links to resources such as what is blockchain, decentralization in blockchain, and critical Dev.to analyses that expand on the funding and interoperability challenges faced by blockchain projects. Blockchain technology has rapidly evolved from powering cryptocurrencies like Bitcoin to becoming a transformative force across many sectors. This decentralized digital ledger ensures tr…  ( 7 min )

When working with binary trees, it's common to process each node with post-order traversal (left → right → root). But when the goal is to find the maximum sum of any path, including those that may start and end at any node, we need a careful approach to handle different types of path combinations. The main idea is to use depth-first search (DFS) and, at each node, calculate: The best path that can be used to extend to the parent (choose either left or right subtree). The best complete path that can split at the current node (includes both left and right subtrees). We track a global variable res to store the maximum sum seen so far. Here’s the breakdown: For each node, recursively calculate the maximum sum path from the left and right subtrees. If a child path gives a negative sum, ignore i…  ( 8 min )

TL;DR: Bungie’s bid to toss out a Destiny 2 copyright lawsuit got shot down by the Eastern District of Louisiana. The dispute centers on two “vaulted” campaigns—The Red War and Curse of Osiris—that plaintiff Matthew Kelsey Martineau says lifted key character and faction details from his 2013–14 WordPress posts. Bungie tried to use gameplay videos, wiki pages and an affidavit (since the original code no longer runs) as “accurate reproductions,” but the court refused to treat third-party materials as a substitute for side-by-side comparison. With no way to show the vault-deleted content, the motion to dismiss was denied and Martineau’s infringement claims move forward.  ( 3 min )

// Detect dark theme var iframe = document.getElementById('tweet-1920269695615217821-449'); if (document.body.className.includes('dark-theme')) { iframe.src = "https://platform.twitter.com/embed/Tweet.html?id=1920269695615217821&theme=dark" }  ( 3 min )

In NestJS development—a Node.js framework focused on modular architecture and class-based design—one concept that can confuse developers is method binding. This blog post explains what it is, when it matters, and how to handle it properly. In JavaScript and TypeScript, the value of this inside a method can change depending on how and where the method is called. Method binding refers to ensuring that this inside the method always points to the correct class instance, especially when the method is passed as a callback. setInterval @Injectable() export class MyService { private count = 0; increment() { this.count++; console.log('Count:', this.count); } start() { setInterval(this.increment, 1000); // 'this' is undefined here } } In this example, this.increment lo…  ( 3 min )

TL;DR: A Drexel University study dug into data from Portland, Oregon—tracking over 36,000 trees planted between 1990–2020—and found that mothers living within 100 meters of newly planted trees tend to have heavier, healthier babies. After controlling for factors like income, education and BMI, researchers saw each new tree bump birthweight by about 2.3 grams; hanging out near ten or more trees equated to a roughly 50-gram gain, plus lower risks of pre-term and small-for-gestational-age births. What’s cool is that this goes beyond just big old parks: even new saplings make a difference, hinting that planting trees is a simple, low-cost public-health win. Established trees also helped buffer road-density effects (think less noise and pollution), and the team thinks part of the benefit comes from the stress-busting “soft fascination” of green surroundings. The authors call for randomized trials, but treating tree-planting as a natural experiment already makes a strong case that more greenery = healthier starts to life.  ( 3 min )

"Two-way communication breakdown" Study reveals AI chatbots shouldn't be relied on for health advice - PC Guide The chatbot failed to identify health conditions, and participants often omitted key details, suggesting a "two-way communication breakdown." pcguide.com  ( 3 min )

Understanding the Error with Message Queues in IPC Inter-Process Communication (IPC) is a key aspect of programming that facilitates communication between different processes. One common method for IPC is using message queues, which allow processes to send and receive messages in a structured way. However, as you dive into IPC programming, you may encounter errors such as msgget() returning No such file or directory. In this article, we will explore why this error occurs and how to resolve it. What Causes the Error? Before we delve into the solution, it’s crucial to understand the source of the error. The function ftok() is used to generate a unique key for the message queue based on a pathname and a project identifier. If the pathname provided to ftok() does not exist, or the process does…  ( 5 min )

In the last post, we focused on Java and how to evaluate code review skills across different levels of engineering experience. In this post, we shift gears to Python, a language known for its simplicity—and sometimes the unintended complexity that follows. This post includes: A Python code review style guide to share with candidates Three code review examples (junior, mid, and senior) Key things for interviewers to evaluate beyond syntax Python is deceptively simple. Bad code often works, until it scales or needs to be maintained. A good Python developer: Writes readable, idiomatic code Avoids hidden performance issues Uses standard libraries effectively Knows the tradeoffs of dynamic typing This style guide should be shared with interviewees at the beginning of the exercise: Follow PE…  ( 4 min )

DORA metrics have been a longtime industry standard for measuring performance in the software delivery lifecycle. The four key metrics have provided teams with valuable insights into delivery efficiency and stability. But, as AI and automation become integral to development workflows, these traditional metrics no longer provide a complete picture of development performance. DORA metrics provide a framework for measuring software delivery performance through four key indicators: Metric Description What It Measures Why It Matters Deployment Frequency How often code is deployed to production Deployment cadence Higher frequency indicates more efficient delivery processes Lead Time for Changes Time from commit to deployment Process efficiency Shorter lead times indicate better workflo…  ( 4 min )

Angular Material’s mat-table is a powerful tool for building dynamic, interactive tables in modern Angular apps. In this tutorial, you'll learn how to build a fully functional Angular Material table with: ✅ Pagination ✅ Sorting ✅ Filtering ✅ Row Selection ✅ Custom Styling 🧑‍💻 Check out the full tutorial and working code examples here: 👉 Angular Material Table Tutorial on Djamware.com Happy coding!  ( 2 min )

Welcome to Chapter 02 of my learning journey through scripting and offensive security. I’m not just learning to code — I’m learning to build, document, and explain. Hacking with Go, but reimagined in Ruby and Swift, with step-by-step examples and real-world analogies to help anyone understand — even if you’ve never written a single line of code. 📦 Variables (how to store information) 🔁 Loops (how to repeat actions) 🔀 Conditionals (how to make decisions) 🧠 Functions (how to reuse logic) 💬 Input/Output (how to talk to the user) name = "Alice"age = 30 We’re storing data in memory using variables. name holds the string "Alice" age holds the number 30 Think of variables like stickers you put on boxes — the name tells you what’s inside. 3.times do puts "Knock knock!"end 3.times runs…  ( 4 min )

WordPress developers, are you leveraging the REST API for your projects? 🤔 My new blog post provides a comprehensive look at the WordPress data layer and its exciting future. Let's discuss! Read it here: https://farhanali.me/the-evolving-wordpress-data-layer-exploring-the-rest-api-and-beyond/  ( 2 min )

• آموزش کار با آرایه ها در سی شارپ: از مقدماتی تا پیشرفته Length رو معرفی کرده که تعداد عناصر موجود در آرایه رو به شما می ده. این ویژگی خیلی ساده و کاربردیه و می تونه در موقعیت های مختلف به دردتون بخوره. Length، فقط کافیه نام آرایه رو به همراه این ویژگی بنویسید. فرض کنید شما یک آرایه از نمرات دانش آموزان دارید: length مقدار 5 رو دریافت می کنه که نشون دهنده تعداد عناصر موجود در آرایه scores هست. این اطلاعات می تونه به شما کمک کنه تا هنگام پیمایش یا انجام عملیات روی آرایه ها، از بروز خطاهای احتمالی جلوگیری کنید. Length همیشه یک عدد صحیح غیر منفی رو برمی گردونه. بنابراین، قبل از اینکه بخواهید عملیاتی روی آرایه انجام بدید، می تونید با استفاده از این ویژگی اطمینان حاصل کنید که آرایه خالی نیست و عناصر مورد نظرتون رو داره. for (int i = 0; i < scores.Length; i++) if (found) // پیاده سازی جستجوی دو…  ( 32 min )

Read on Medium  ( 2 min )

Read on Medium  ( 2 min )

This is a submission for the Permit.io Authorization Challenge: Permissions Redefined What I Built Demo Project Repo My Journey Using Permit.io for Authorization  ( 2 min )

Abstract: This post takes a deep dive into Elon Musk’s impact on open-source innovation. We explore how Musk’s high-profile ventures—including OpenAI, Tesla, SpaceX, Neuralink, and The Boring Company—have contributed to technological collaboration, transparency, and community-driven progress. By examining the history, core concepts, practical examples, challenges, and future prospects, we reveal how Musk’s approach to open-source projects is transforming industries from automotive software to space exploration and neurotechnology. The article includes tables, bullet lists, and authoritative hyperlinks for enhanced clarity and SEO. Elon Musk has long been synonymous with revolutionary ideas in technology and engineering. Beyond his well-known ventures in electric vehicles and space travel,…  ( 9 min )

If you're tired of manually translating TYPO3 extensions, it’s time to meet T3AL – TYPO3 AI XLIFF Localization Extension. Built with modern TYPO3 workflows in mind, T3AL helps developers and editors speed up the process of translating XLIFF files using the power of AI — all directly from the TYPO3 backend. Whether you're working on multilingual sites, government portals, or custom TYPO3 solutions, T3AL makes TYPO3 XLIFF localization smarter and easier. One-Click AI Localization Instantly translate multiple XLIFF files in bulk — no copy-paste or manual file edits. Manual Overrides Fine-tune and adjust AI-generated translations to meet your tone and accuracy needs. Crowdin Integration Seamlessly push or pull translations between TYPO3 and Crowdin for better team collaboration. Easy Import/Export Move XLIFF files in or out of TYPO3 to connect with external systems or translation teams. AI Logs + Rollback View detailed AI activity logs and revert to previous versions with one click. Saves hours on repetitive translation work Helps teams deliver multilingual TYPO3 sites faster Ideal for developers, content editors, and localization managers Built for TYPO3 XLIFF workflows and standards Ready to simplify your TYPO3 translation process? Start your 15-day free trial of T3AL and see how easy TYPO3 XLIFF localization can be. 🔗*Start Free Trail Now *- https://t3planet.de/t3al-typo3-erweiterung  ( 3 min )

In functional programming, recursion is a fundamental concept often utilized to solve various problems. This leads us to the discussion of Tail Call Optimization (TCO). This optimization allows a function to call another function, or itself, without requiring a new stack frame, effectively reducing overhead and memory usage. While many functional languages utilize TCO to enhance performance, it raises an important question: does Ruby implement tail call optimization? Understanding Tail Call Optimization (TCO) TCO is key in functional programming for several reasons. When a function calls another or itself as its last action, traditional languages allocate a new stack frame for each call, which can lead to stack overflow or excessive memory use. TCO allows the programming language to reuse …  ( 4 min )

A post by Shelner  ( 2 min )

Hey everyone! I'm super excited to share a small but satisfying project I completed today: a Google homepage clone built using only HTML and CSS. 🎉 🚀 Why I Did This As someone who's on a journey to become a better front-end developer, I thought recreating iconic websites would be a great way to practice. And what better place to start than with one of the cleanest and most minimalist designs on the internet—Google’s homepage! 🔍✨ 🛠️ What I Used HTML for the structure 🧱 CSS for styling and layout 🎨 No JavaScript this time (keeping it simple!) ⚙️ 🎯 Key Features Centered Google logo 🖼️ Search input box with shadow 🔳 Two classic buttons: "Google Search" and "I'm Feeling Lucky" 🎲 Responsive design for smaller screens 📱 Clean and minimal layout, just like the real deal ✅ How to use Flexbox to center elements perfectly Creating a minimalistic UI with clean CSS The power of spacing and alignment in good design Small touches like hover effects and shadows really enhance the UI ✨ 📌 What’s Next? I plan to continue this mini-series by cloning other popular websites to sharpen my front-end skills. Maybe next up: Netflix or Instagram Login Page? Stay tuned! 📺📸 Thanks for reading! Let me know your thoughts or if you've tried something like this. Would love to connect and grow with the dev community. 💬❤️  ( 3 min )

What Are APIs? A Beginner’s Guide for Aspiring Devs Miss Mbali ・ May 8  ( 2 min )

Tinybird just announced Explorations, a new conversational UI feature in Tinybird to explore and interact with your data using natural language. Instead of writing complex SQL queries or manually building dashboards, you just ask questions of your data and get answers. You type simple, natural-language questions directly into the interface. It translates your questions into contextualized SQL queries automatically. The result is displayed visually as tables and charts. Why is it useful? Data is often large, messy, and unstructured. You have to spend a lot of time studying the schema or SELECT * … LIMIT 1 to figure out its shape. Then you have to constantly check the SQL reference and iterate your queries to get things right. When data is complex, this is a huge time drain. E…  ( 7 min )

Intro: Apple Remote Desktop (ARD) might've been cool in 2010. But today, it feels like managing a modern Mac environment with a rotary phone. No logging, no alerts, clunky performance, and good luck if your team’s outside your local network. I hit a breaking point as a DevOps engineer supporting hybrid teams using Macs for testing and builds. I needed real-time access, reliable performance, and automation hooks. So I did what most of us do when we’re fed up—I built a workaround, failed at it, and then finally found a smarter way. ARD is stuck in the past. It assumes you're on the same network. It’s slow over VPN, doesn’t scale, and worst of all—it asks for manual approvals and fails silently when permissions aren’t set right. I tried workarounds: SSH tunneling + VNC servers ZeroTier for …  ( 4 min )

In this article, we are addressing a common challenge faced by Kotlin developers when working with Coroutines and Flows in ViewModels. Specifically, we will explore how to properly invoke a Flow from a use case class without requiring .invoke(), ensuring that we can seamlessly handle streaming data. Understanding the Flow in Kotlin Flows are a powerful component of Kotlin's Coroutines that allow you to work with asynchronous data streams. They are cold, meaning they don't start emitting values until they are collected. Therefore, it's essential to understand how to properly invoke and collect from these Flows in your ViewModel. Your Use Case and ViewModel Code You mentioned you have a use case class structured like this: class TestUseCase @Inject constructor(private val repo: Repository) {…  ( 4 min )

Hey everyone! TheCampusCoders, and today I want to share something close to my heart. For years, I’ve seen students from small towns like mine—Bihar—struggle to find organized, reliable study material for Bihar School Examination Board (BSEB), especially for Class 12th. Whether it's past year papers, chapter-wise tests, proper notes, or even just motivation—resources are scattered, outdated, or behind a paywall. That’s why I decided to do something about it. I’m building a free, open-source platform where students can find: 🔍 Previous Year Papers with clean, categorized solutions 🧪 Chapter-wise and Subject-wise Tests 📖 Notes that are actually helpful 🎯 Quizzes and Practice Sets 🙋‍♂️ User Dashboard to track progress Everything will be open-source, transparent, and community-driven. —…  ( 4 min )

It was one of those late-night coding marathons. for loop, something felt... heavy. squares = [] for _ in range(10): squares.append(_ * _) Wait... I wasn’t even using the variable for anything besides its own value. 👀 The Realization squares = [ _ * _ for _ in range(10) ] That’s it? That’s legal? .append(). No unnecessary scaffolding. ✅ Cleaner 🧐 Why it works: Want to filter as well? evens = [ _ for _ in range(20) if _ % 2 == 0 ] Compare that to the old-fashioned way, and it’s no contest. 🚫 Never Again... for loops for simple list building. ✨ Moral of the Story: What would a list comprehension do? 😎 🔗 Curious about using _ in Python loops? http://bhuvaneshm.in/dev-post/2  ( 3 min )

The IT industry changes faster than any other industry, due to the flexibility of how information is exchanged and processed. And so do the languages, with which programmers express their intentions to a computer. But it is my impression, that the development in this space becomes more and more like searching for a local minimum, in a space constrained by previously adopted abstractions, and the limitations that come from them. There is nothing wrong with that, but what interests me is - can we have revolutionary progress, instead of evolutionary? If it is possible, it would take questioning the assumptions made until this point, challenging our very viewpoint. So, let us engage in some critical thinking. Image source Let's examine the most general type of program. It takes requests, usua…  ( 5 min )

In a growing monorepo, maintaining consistent code quality across multiple apps and packages is crucial. One powerful way to do this is by creating a shared ESLint config package. In this post, I’ll walk you through how I set up a reusable ESLint config inside a Turborepo-based monorepo — perfect for full-stack projects using TypeScript, React, and Node.js. ✅ Related: How to Create a TypeScript Config Package in Turborepo @dtr-cli/eslint-config Package 1. Create a Package Folder Inside your packages folder, create a new directory for the ESLint config package: mkdir -p packages/eslint-config cd packages/eslint-config npm init -y package.json with a proper name and export map: { "name": "@dtr-cli/eslint-config", "version": "0.0.1", "description": "Shared Eslint conf…  ( 4 min )

Introduction Have you ever wanted your own channel on Apple TV? Maybe you run a content business, or you’ve got a video library you’d love to stream to living rooms worldwide. Good news — it’s very possible! With the right tools and strategy, you can create Apple TV streaming app without needing to be a coding wizard. In this beginner-friendly guide, we’ll walk you through the basics of building a streaming app for Apple TV, from choosing your content type to submitting your app to the App Store. Apple TV has exploded in popularity, giving businesses, creators, and streamers a way to deliver video directly to viewers’ living rooms. By building your own app, you can: Showcase your video content on a premium platform. Reach a highly engaged, media-savvy audience. Build brand recognition on…  ( 4 min )

Abstract Open source software forms the backbone of modern digital innovation. In this post, we delve into the evolution, core concepts, and practical applications of open source sponsorship and project backing. We explore how these funding models empower developers, ensure long‐term sustainability, and drive forward infrastructure—from blockchain and NFTs to enterprise systems. With historical context, a discussion of inherent challenges, and an outlook on emerging trends, this guide provides actionable insights for technical experts, developers, and decision-makers alike. Learn how mechanisms such as corporate sponsorship models, grant funding, and open collaboration are transforming the future of open source innovation while addressing sustainability and security challenges. In today’s…  ( 9 min )

Hey there! 👋 Ever felt lost in the world of stocks? We've got you covered! Stock-Eazy is your friendly guide to the stock market, breaking down complex financial jargon into simple, easy-to-understand language. Think of it as having a knowledgeable friend who explains stocks without the overwhelming technical terms! While the current version is static, I am actively working on enhancing it with more dynamic features and personalized interactions to make your stock market journey even smoother. 🤖 Interactive Chatbot: Get personalized answers to your stock market questions 📊 Stock Comparison: Compare stocks side by side with easy-to-understand metrics 📚 Learning Resources: From basics to advanced concepts, all explained in plain language ⭐ Watchlist: Keep track of your favorite stocks 🧮 P/E Ratio Checker: Understand if a stock is overvalued or undervalued 🆕 Beginners who want to start investing 📈 Intermediate investors looking to refine their knowledge 🔍 Anyone who wants to make informed investment decisions Visit our MVP: Stock-Eazy I believe everyone deserves to understand the stock market, regardless of their financial background. No more confusing jargon, no more overwhelming data - just simple, clear explanations to help you make better investment decisions! Join me on this journey to make stock market investing accessible to everyone! 🚀 StockMarket #Investing #FinancialLiteracy #Stocks #InvestingMadeEasy  ( 3 min )

🌟Top 5 AI Agent Frameworks in 2025🌟 Necati Özmen for VoltAgent ・ May 8 #webdev #javascript #beginners #ai  ( 2 min )

In the world of databases and applications, you might come across various errors when fetching data, and one common issue many developers encounter is the IndexOutOfBoundsException when working with SQL arrays in PostgreSQL using JDBC. This article explores the cause of this issue, particularly when dealing with a text array stored in PostgreSQL, and provides step-by-step solutions to help you resolve it effectively. Understanding the Issue When you store a text array in a PostgreSQL table and later attempt to retrieve it using JDBC, you may run into an error like: Caused by: java.lang.ArrayIndexOutOfBoundsException: Index 0 out of bounds for length 0 This error typically arises when the retrieved array is empty or not set correctly. You might receive this error after executing rs.getArra…  ( 4 min )

Servicehost.exe on Windows 11 : To fully understand how servicehost.exe works, we should know the DLL mechanism. DLL, the short form of Dynamic Link Library, is a file that contains code , data , resources , etc. that programs and services use on Windows 11. However, a DLL cannot run by itself. That’s where svchost.exe comes into the picture. The DLL file must be loaded by an executable file like svchost.exe. Windows Services written as DLLs rely on servicehost.exe to launch and manage them in memory. How are DLL and Servicehost.exe connected? On Windows 11, svchost.exe groups services effectively for better output Instead of running every program and service separately, svchost.exe groups related processes to conserve memory and reduce the system load on the Windows process. For example…  ( 6 min )

Large enterprises face persistent challenges that affect AI implementations, including a lack of a clear strategy, insufficient internal expertise, and poor data quality. I’ve guided companies through these issues for decades on big data projects, first at Microsoft and now as a fractional CTO advising executives and hands-on engineering AI products. Generative AI and LLMs enter the picture with bold potential. They can produce creative outputs that mimic human work, yet they often deepen existing problems while introducing new ones. From our client and project intake experience, the gap between promise and results stems from weak foundations and misalignments around AI foundations. I’ve seen companies stumble when they overlook the basics of what AI can actually meaningfully do today f…  ( 5 min )

If you're curious about how to make Microsoft 365 Copilot do more for your team, you're not alone. Copilot is already great at helping people in Word, Excel, and Outlook, but what if it could pull in data from your internal systems or handle tasks that are unique to your business? That’s where custom extensions come in. And the good news is — you don’t need to start from scratch. Microsoft has made it pretty simple with the Teams Toolkit in Visual Studio Code. In this guide, I’ll walk you through how to build a basic extension for Copilot, using tools you might already be familiar with. Think of it like giving Copilot a few extra skills, tailored to your team's needs. Before you begin, make sure you have these set up: Visual Studio Code The Teams Toolkit extension (you can get it from the …  ( 4 min )

by Salinthip Keereerat. 🎙️ I recently attended a really eye-opening talk called “Meta Concerns in ML Security and Privacy” by a professor from the University of Waterloo. It wasn’t your usual technical deep dive—it focused more on the big picture of how we can keep machine learning (ML) systems safe in the long run. 🌟 Why This Talk Was So Interesting What really stuck with me was this: 🔑 What I Learned 🤖It’s tricky to prove who actually “owns” a trained model. Techniques like watermarking (hiding info inside the model) or fingerprinting (adding unique traits) might help, but they’re not perfect and can be hard to verify. 👀 Different Attackers = Different Problems ⚠️ Too Many Defenses Can Backfire 🧩 No One-Size-Fits-All Fix 🛠️ Amulet Toolkit 💭 My Final Thoughts If you’re working on anything with AI or ML, I’ll leave you with this question: “Are we solving the right problems—or just the easy ones?” 🤔 Real security isn’t about reacting to problems—it’s about being ready before they even happen. 🧠👣🚀  ( 4 min )

Choosing the right virtual platforms for meetings is no longer just an operational decision—it’s a strategic one. The tools you select can either empower your team or lead to disengagement, inefficiency, and missed opportunities. As companies continue to refine their digital collaboration strategies, understanding what makes or breaks these platforms is essential—especially when it comes to high-impact formats like the 1 on 1 meeting agenda. The Rise of Virtual Meeting Platforms in a Remote-First World Must-Have Features That Drive Effective Virtual Collaboration 1. Reliable Audio and Video Quality 2. Integrated Agenda and Note-Taking Tools 3. Scheduling Automation and Time Zone Management 4. Breakout Rooms and Small Group Features 5. Security and Privacy Controls The Human Element: **Why 1-on-1 Meetings Matter More Than Ever As the work-from-anywhere trend continues, several innovations are shaping the next generation of meeting platforms: AI-Powered Meeting Summaries: Tools like Otter.ai and Fireflies use AI to transcribe meetings and highlight key decisions or action items—ideal for leaders managing multiple direct reports. Mood and Engagement Trackers: Newer platforms are experimenting with passive feedback tools, like mood indicators and micro-pulse surveys during meetings, to help managers better read the virtual room. Asynchronous Video and Audio: Not every conversation needs to be live. Apps like Loom and Claap allow users to share quick video updates, freeing up calendars and reducing meeting fatigue. Customization for Culture Fit: From branded meeting rooms to icebreaker prompts and shared playlists, platforms are focusing on building human connection in the virtual space. Final Thoughts 1 on 1 meeting agenda, backed by a reliable and intuitive platform, empowers managers to build stronger relationships, drive performance, and retain top talent. In a world where face-to-face interactions are rare, your meeting platform is your culture—make sure it works for you, not against you.  ( 5 min )

Install-WindowsFeature -name Telnet-Client  ( 2 min )

When creating a mobile website, you might encounter some image quality issues, especially when the images seem to stretch or lose clarity on smaller screens. This article will provide insights into why these problems occur and share effective solutions to ensure your images display correctly across all devices. Why Do Images Lose Quality on Mobile? Many developers face issues where images look fine on desktop but appear stretched or pixelated on mobile devices. This typically results from how browsers interpret image resolution in relation to device screens. Here are some common reasons: Fixed Dimensions: Setting fixed dimensions for images in your HTML or CSS might work well on larger screens but could distort the images on smaller screens due to scaling. Viewport Settings: If your viewpo…  ( 4 min )

Let’s be real — learning to code can be tough. You start out super motivated, binge tutorials, build your first button... and then a few days (or weeks) in, you're exhausted. The passion fades. Everything feels overwhelming. And suddenly, Netflix is looking real tempting. Yeah, I’ve been there. The good news? It doesn’t have to be that way. You can stay consistent, make real progress, and still have a life — no burnout required. Here's how I manage to keep going (and actually enjoy it) on my own coding journey. Keep Your Goals Simple and Honest Don’t try to conquer JavaScript, React, and Next.js all in one week. That’s the fastest way to crash. Instead, break things down: Today: Learn how querySelector works Tomorrow: Try building a mini calculator Weekend: Refactor something old Tiny wi…  ( 4 min )

I'm currently reflecting on the long-term path I want to take as a developer and would love to hear some real opinions. Between JavaScript and Java, which one do you think is more worth specializing in, and why? I'm thinking both in terms of career opportunities and what the job market actually demands — both here in Morocco and internationally. I know each has its own ecosystem and strengths, but I'm curious about which one you believe is more future-proof or in demand right now. If you've worked with one or both, or have insights from your experience or your region, I’d really appreciate your input. android #c #code #coder #coding #codinglife #computer #computerscience #css #development #developer #frontend #html #indonesia #java #javascript #javascriptdeveloper #js #linux #php #programmer #programmers #programming #programmingmemes #python #reactjs #software #softwaredeveloper #softwareengineer #tech #technology #web #webdesign #webdeveloper #webdevelopment  ( 3 min )

Huge news for Laravel developers! 🎉 My latest blog post explores how NativePHP v1 for Mobile is now in early access, allowing you to build native iOS and Android apps using your familiar Laravel skills! This could be a game-changer. Read more here: https://farhanali.me/nativephp-goes-mobile-build-ios-and-android-apps-with-laravel/  ( 2 min )

Is your WordPress site not performing scheduled tasks as expected? My new blog post dives into the intricacies of WordPress Cron, offering insights into how it works and how to troubleshoot common issues. Learn how to automate like a pro! Read it here: https://farhanali.me/understanding-wordpress-cron-automating-tasks-like-a-pro/  ( 2 min )

Invoke-WebRequest -Uri "https://www.google.com" -UseBasicParsing  ( 2 min )

Generative AI demands more than curiosity from today’s executives. Leaders need to make a deliberate shift in their role. As a CTO and former Microsoft insider, I’ve spent years guiding businesses through tech transformations. I’ve seen what works and what doesn’t. Businesses leveraging Gen AI are already boosting productivity in tech, marketing, and entertainment. Yet risks like data breaches and regulatory hurdles loom large. Success hinges on executives stepping up, not stepping back. Below, I’ve outlined the essential skills you need to master to drive real results in this era. These are practical ideas grounded in my work with forward-thinking organizations. You don’t need to know how to build AI models from scratch. But you do need to grasp the basics of how Gen AI functions, what…  ( 5 min )

The convergence of 5G networks, edge computing, and high-performance infrastructure is revolutionizing the operational backbone of global finance. As digital trading platforms evolve, so too must the networks that support them. In 2025, this infrastructure shift is enabling ultra-low latency trading, real-time arbitrage, and the rise of decentralized applications (dApps) like never before. 5G: The Bandwidth Backbone of Micro-Trading 📱🚀 With 5G adoption accelerating worldwide, traders now experience unprecedented speeds and stability. The benefits extend far beyond faster downloads—5G reduces network latency to sub-10 milliseconds, allowing for: High-frequency trading (HFT) 📈 across global exchanges, Seamless mobile-first trading platforms 📲, Instant data synchronization between nodes…  ( 4 min )

Building JavaFactory Plugin: Can Code Generation Be Automated with LLMs? With GPT-4o, more cognitively shallow tasks are becoming candidates for automation. In particular, repetitive coding patterns — where inputs and rules are well-defined — can be partially handled by LLMs. Code generation isn't fully autonomous yet. But when interfaces and data specs are clearly described, it becomes possible to automate part of the implementation and testing process using structured prompts. This doesn’t eliminate the need for human judgment. But even if only a predictable subset of code( about 50% of code ) can be automated, the potential productivity gain is worth exploring. JavaFactory is an IntelliJ plugin built to test this idea. With a right-click in your IDE, it generates implementations, …  ( 4 min )

Test Plan Identifier Test Plan Version: V1.0 Project Name : sauce Demo testing plan 2.Introduction 3.Test objectives: verify that feature and workflows as expected. Scope > Core feature like login, product browsing cart management, filter option , checkout and payment. > Web application functionality on desktop, laptop and browsers. > Backend integration such as payment get way and databases. Functional Testing Usability Testing Ease of navigation Clarity of product information Checkout process simplicity Mobile responsiveness Accessibility: Page load times Users expect fast performance. Slow sites result in high bounce rates and lost revenue. Shopify stores, in particular, benefit from performance tuning to stay competitive. Security breaches damage trust and can lead to legal and financ…  ( 6 min )

Vitara.ai is a vibe coding tool designed to accelerate the development of modern web applications by providing an integrated, AI-assisted environment. It combines a frontend with a backend, offering developers a streamlined workflow to build, deploy, and scale applications efficiently. Vitara.AI is purpose-built to simplify and accelerate full stack application development. By combining intelligent automation with a modern development stack, it offers a complete environment where developers can focus on building rather than managing complexity. Each feature is designed to improve productivity, reduce overhead, and support scalable, secure development from day one. AI-Powered Development: Vitara ai leverages artificial intelligence to assist in code generation, aiming to reduce development …  ( 5 min )

Starting your project with a well-defined Team Communication Plan is essential for improving team collaboration, preventing miscommunication, and ensuring project success. This plan sets a clear foundation that aligns the entire team from day one, reducing confusion and enhancing accountability. A Team Communication Plan is a structured document that outlines how project-related information will be shared among team members. It includes communication goals, tools, responsibilities, timing, and preferred channels—ensuring everyone stays informed and aligned throughout the project lifecycle. One of the primary benefits of a Team Communication Plan is that it creates clarity for all stakeholders. By defining communication protocols early, team members understand their roles, communication res…  ( 3 min )

This is the first post in the "Building a Real-World GitOps Setup" series. 👉 Part 2: From Kro RGD to Full GitOps: How I Built a Clean Deployment Flow with Argo CD 👉 Part 3: Designing a Maintainable GitOps Repo Structure: Managing Multi-Service and Multi-Env with Argo CD + Kro 👉 Part 4: GitOps Promotion with Kargo: Image Tag → Git Commit → Argo Sync 👉 Part 5: Implementing a Modular Kargo Promotion Workflow: Extracting PromotionTask from Stage for Maintainability 👉 Part 6: Designing a Maintainable GitOps Architecture: How I Scaled My Promotion Flow from a Simple Line to a System That Withstands Change This series isn't about feature overviews or polished diagrams. It's a real journey - how I started with Argo CD, ran into scaling pains, and ended up building a workflow around Kro and Ka…  ( 5 min )

Hi everyone, https://shawns-portfolio-plum.vercel.app/ . Thanks in advance for taking the time to check it out!  ( 2 min )

As digital trading platforms continue to redefine the speed and scope of global finance, cybersecurity has emerged as a mission-critical pillar of operational integrity. With cyberattacks on trading platforms up 18% year-over-year (YoY) 📈, investment in cybersecurity infrastructure has reached an all-time high across institutional and retail ecosystems. The Risk Landscape: A Breach Too Costly ⚠️💣 Digital trading environments are inherently high-value targets for malicious actors. Attack vectors range from: Phishing and credential stuffing 🪤 DDoS attacks 🌐❌ API and smart contract vulnerabilities 💻🧬 Insider threats 🕵️‍♀️ Such threats can lead to real-time financial loss, reputational damage, market manipulation, and regulatory consequences. As algorithmic and high-frequency trading …  ( 4 min )

Introduction Engraving custom text on a 3D model is an intriguing task for many Blender users, especially when dealing with curved surfaces like eyeglass temples. In this article, we will explore how to ensure your custom text (like a name) gets engraved cleanly and efficiently on a curved STL mesh. We'll also troubleshoot the common issues you may face, including unsightly artifacts, improper engraving, and modification difficulties. Understanding the Problem When you're trying to engrave text on a curved surface, multiple factors can affect the final outcome. In your case, the goal is to replace an existing embossed watermark on an eyeglass temple mesh with your own custom text. When we use Boolean operations to achieve this, we primarily encounter issues related to the geometry of the c…  ( 4 min )

JavaScript (JS) started in browsers with Netscape, but its flexibility has spread it to servers (Node.js, Deno, Bun), mobile apps (React Native, Ionic), and desktop apps (Electron). Each environment needs a setup to run JS code and convert it to machine instructions. This setup is the JavaScript Runtime Environment. Here, we’ll explore what it is and its core components, preparing for a deeper look at JS execution in future articles. A runtime environment is the system that lets JavaScript code run and interact with its platform. It centers on a JavaScript engine, which parses, compiles, and executes code, turning JS into bytecode or machine code, often via Just-In-Time (JIT) compilation (more on that later!). But the engine isn’t enough. JS is single-threaded, handling one task at a time.…  ( 4 min )

Welcome back curious reader, my name is Alex M. Schapelle, AKA Silent-Mobius. On this blessed day by Omnisaiah, we shell dedicate time focusing on JSON, and how to use it in context of shell programming and bash scripting. When working with APIs or data from external sources, JSON (JavaScript Object Notation) is one of the most common formats for transmitting structured data. While languages like Python or JavaScript provide powerful libraries to work with JSON, Bash scripting can be used to parse JSON data as well. However, Bash doesn’t have native JSON support, so parsing JSON in Bash typically requires external tools like jq or grep combined with other utilities. This article will guide you through the process of parsing JSON in Bash scripts using jq, a lightweight and flexible command-…  ( 5 min )

In today’s fast-paced, digital-first world, customer expectations have evolved. Communication is no longer limited to just emails or static phone lines. Customers demand real-time, personalized, and seamless interactions with businesses. To meet this demand, Programmable Voice APIs have emerged as a powerful tool, transforming how businesses connect with their customers. In this article, we will explore what a Programmable Voice API is, why it matters for businesses across industries, and how platforms like MirrorFly help companies harness the full potential of voice communications. At its core, a Programmable Voice API is a set of tools that allows developers to embed voice calling features directly into applications, websites, or backend systems. Instead of relying on traditional telepho…  ( 5 min )

Hey devs! 👋 The Complete Full-Stack Web Development Bootcamp by Angela Yu. Learned how to use the tag to embed images. Understood the importance of alt attributes for accessibility and SEO. Built a fun web-based birthday invitation. Practiced layout, file structure, and embedding media in a clean, presentable way. Explored absolute vs. relative file paths. Practiced organizing folders and linking assets like images and stylesheets. Created a basic portfolio using only HTML. Focused on proper semantic structure and content organization. Applied external CSS for the first time! Learned how to style elements using selectors and began exploring visual hierarchy. Practiced using tag, class, and ID selectors effectively. Gained confidence in applying precise styles to structure my pages better. Dived into HEX, RGB, and HSL color systems. Improved page aesthetics using consistent and readable color schemes. Organizing files and folders properly makes scaling projects much easier. Semantic HTML isn’t just about structure — it boosts SEO and accessibility. Consistency matters. Even 30 minutes a day pays off when done regularly. So far, things are going smoothly! But: Understanding file paths and organizing folder structures took a few trial runs to get right. All code and projects are open-source and available here: GitHub Repo Adhyan Jain What was the first full project you built using just HTML? I’d love to hear your stories — let’s grow together and learn from one another! 🚀  ( 3 min )

The Current Landscape 🌐 The traditional inference model, pioneered by companies like OpenAI, revolves around providers offering one or a few large language models (LLMs) with 100% uptime and swift responses. This approach simplifies GPU management since all users share the same LLM, ensuring even load distribution. However, this convenience comes at a cost: Users are typically charged based on arbitrary, non-transparent metrics like token count. The selection of LLMs is sparse, they are usually censored and your data is being trained on. 😕 An alternative is the serverless model, where you rent a GPU instance and install any LLM you want with specialization and features tailored to your needs. This approach offers: Transparency: Pay only for actual GPU usage. Flexibility: Choose from th…  ( 4 min )

Hey there, fellow React developers! 👋 Ready to make your components more robust, your refactoring less scary, and your development workflow smoother? Then pull up a chair, because we're diving into the wonderful world of React unit testing! This isn't just a chore; it's your secret weapon for building high-quality, maintainable front-end applications. Let's break down what testing is all about and how you can master it in your React projects. What Exactly Are Test Cases? Imagine you've just built a brand new, shiny button component in your React app. It's supposed to change color when you click it. How do you know it actually does that? You click it, right? A test case is essentially a formalized version of this manual check. In software development, a test case is a set of conditions o…  ( 7 min )

In enterprise Linux environments especially on RHEL-based systems, backups are a must. Backups are about resilience, recovery, and continuity. It shouldn't be treated as a “set-it-and-forget-it” task. If neglected, it will lead to serious gaps when incidents strike. Let’s break down common Linux specific backup strategy failures, and how to automate smarter, safer systems. 1. Single Point of Backup Failure 2. No Backup Testing 3. Infrequent Backup Schedules 4. No Remote or Cloud Backups 5. No Encryption or Access Control 6. No Documented Recovery Plan 7. No Compliance Awareness Conclusion Let's Connect on LinkedIn Storing backups on the same disk (/dev/sda1 or /home/backup) puts you one disk failure away from total data loss. Fix: Automate off-site backups with tools like: rsync to a remo…  ( 4 min )

Blockchain technology has gained tremendous traction across industries—from cryptocurrency to supply chain management—and developers are in high demand. But for developers looking to build blockchain-based solutions, a common question arises: Which programming language is best for blockchain development? In this article, we’ll dive into the key programming languages that dominate blockchain development today. Whether you’re creating smart contracts, developing decentralized applications (DApps), or building blockchain protocols, choosing the right programming language is critical for success. Understanding Blockchain Development Blockchain development refers to the process of designing and building blockchain-based systems, platforms, and applications. These include everything from crypt…  ( 6 min )

In this MatrixSwarm Master Class, we go deep into building a real autonomous agent — from folder layout to reflex logic. This isn’t a container. This isn’t a socket. This is how the Swarm breathes. You'll learn: 📁 Folder structure and where agents live 🧠 How BootAgent controls heartbeat and lifecycle 🧩 Factory injection using config["factories"] 🧵 Reflex threads and inbox scanning 📡 Dispatching .msg files to Telegram and Discord 🧬 How agents are born, live, and die — all from a file By the end, you'll have a running MatrixSwarm agent you can spawn, kill, and evolve. 🛠 Codebase: https://github.com/matrixswarm/matrixswarm 🧠 Docs: https://matrixswarm.com 🔗 Discord: https://discord.com/invite/yPJyTYyq5F 📜 Timestamp-verified with OpenTimestamps. No fluff. Just code. MatrixSwarm #AI #OpenSource #AutonomousAgents #SwarmOS #AgentDev #ReflexThreads  ( 3 min )

Creating a visually appealing layout with a fixed navigation pane using HTML and CSS can be an exciting challenge. If you're aiming to achieve a layout where the left-hand navigation pane is fixed at 100px wide and the right pane takes up the remaining space, you're in the right place. In this article, we’ll explore how to create such a layout that also fills the entire viewport height, minus the header, ensuring a seamless user experience. Understanding the Layout Needs When creating a web layout, a common issue developers face is how to effectively use CSS for responsive designs. Specifically, for your layout, you want: A fixed-width navigation pane (100px wide). A fluid body that occupies the remaining space. Both sections to fill the full viewport height, excluding the header. Let’s fi…  ( 4 min )

Laravel provides a powerful way to manipulate model attributes using accessors and mutators. These allow you to format or transform data when retrieving or saving it to the database. With Laravel 12, the syntax for defining accessors and mutators has been updated to make it more concise and intuitive. In this article, we’ll explore how to format dates using accessors and mutators with the new syntax introduced in Laravel 12. Accessors: Modify how an attribute is retrieved from the database. Mutators: Modify how an attribute is stored in the database. For example, you can use an accessor to format a date when retrieving it and a mutator to ensure the date is stored in a specific format. Let’s say you have a User model with a birth_date column. You want to format the date as d-m-Y (e.g., 2…  ( 4 min )

Introduction: Why Liferay DXP 7.4 Is a Game-Changer for Developers In the evolving world of digital experience platforms, Liferay DXP 7.4 sets a new standard. With major updates focused on usability, low-code development, and content management enhancements, this release empowers both enterprises and developers to build scalable, customizable, and efficient digital solutions faster than ever. Whether you're developing enterprise portals, intranets, or B2B partner ecosystems, understanding the new features in Liferay DXP 7.4 can significantly streamline your development lifecycle and improve user satisfaction. Liferay DXP 7.4 introduces a range of enhancements that improve flexibility, automation, and content intelligence. Key Highlights at a Glance Visual low-code tools for page and form…  ( 5 min )

building effective Retrieval-Augmented Generation (RAG) systems that deliver accurate, relevant responses has become a critical challenge. Today, we're excited to announce a significant enhancement to the Neuron AI framework: Post Processors and Rerankers. This powerful new feature set empowers developers to refine their RAG pipelines, dramatically improving result quality and ensuring that your AI agents deliver the most relevant information to users. You can explore the Neuron repository here: https://github.com/inspector-apm/neuron-ai RAG systems combine the knowledge access of retrieval systems with the generative capabilities of Large Language Models (LLMs). While the concept seems straightforward—store documents in a vector database, retrieve relevant content, and feed it to an LLM—a…  ( 7 min )

A simple quiz to illustrate how React rendering works. import React from "react"; export default Parent; function Parent() { console.log("1"); React.useEffect(() => { console.log("2"); }, []); return ( Parent component { console.log("4"); }, []); return Child component; } Try to guess what will be printed to console. Answer Some explanation: Parent is parsed and rendered, without useEffect, Child, when there is no more nested components is turn of async hooks useEffect from children to parents. Few more logs, probably related to dev mode.  ( 2 min )

Funny how time flies and you forget to write a blog post every time there is a major release. We are now at 0.26, and a lot has happened since our last update (January, 0.16!). We have been working hard on building out the agent framework, fixing bugs, and adding features. Shout out to all the contributors who have helped us along the way, and to all the users who have provided feedback and suggestions. Swiftide is a Rust library for building LLM applications. Index, query, run agents, and bring your experiments right to production. To get started with Swiftide, head over to swiftide.rs, check us out on github, or hit us up on discord. Better late than never, agents can now stream their output. Under the hood, the ChatCompletion trait received an additional method called complete_stream, w…  ( 5 min )

Unit testing is a fundamental practice in software development that focuses on verifying the functionality of small, isolated units of code, typically individual functions or methods. In the context of JavaScript, unit testing frameworks are tools designed to make it easier for developers to write and run tests on their JavaScript code to ensure that each unit performs as expected. Unit tests are essential for maintaining code quality, catching bugs early, and providing documentation for the expected behavior of your functions. By automating the testing process, JavaScript unit testing frameworks can save time, improve collaboration, and boost confidence when making changes to the codebase. This article introduces you to some of the most popular JavaScript unit testing frameworks, explaini…  ( 6 min )

Introduction Extracting file attachments from documents can be a challenging task, especially when working with specific formats like ZUGFeRD. ZUGFeRD (Zentraler User Guide für die elektronische Rechnungsstellung im Deutschland) is a standard for electronic invoices. This article will focus on providing a function written in C that allows you to effectively extract file attachments following the specifications outlined in the ZUGFeRD Format, specifically from the AF (Attachment File) array in your document. Understanding the Structure of ZUGFeRD Before we delve into the code, let's recap how the ZUGFeRD format works with attachments. AF refers to the array that contains file specifications of attachments, and EF denotes a dictionary associated with actual file content. Understanding this s…  ( 4 min )

Building a portfolio is more than just throwing together a collection of projects. It's about showing off your skills, but also about making sure that everything works seamlessly and efficiently. In this article, I'll walk you through the behind-the-scenes process of how I built my portfolio site from scratch using Vite, Tailwind CSS, and TypeScript—with a big emphasis on speed, SEO optimization, and modern design. Before diving into the code, I took time to set some key objectives for the project. These goals would guide every decision I made throughout the development process: Speed – I wanted the site to be as fast as possible, because no one likes slow-loading pages. SEO Optimization – A beautiful site is useless if no one can find it, so ensuring the site was built with SEO best pract…  ( 4 min )

The Web3 landscape in 2025 is evolving rapidly, with significant advancements in NFTs, smart contracts, and decentralized applications. Here's a snapshot of the current trends and developments: NFTs have transitioned from mere digital art to assets with real-world utility: AI-Generated NFTs: The rise of intelligent NFTs (iNFTs) is notable, with the introduction of the ERC-7857 standard by 0G Lab, enabling NFTs to possess AI-driven attributes. Real-World Asset (RWA) Tokenization: NFTs are now representing tangible assets like real estate, allowing for fractional ownership and increased liquidity. Soulbound Tokens: These non-transferable NFTs are being utilized for identity verification and credentialing, adding a layer of trust and authenticity. Artificial Intelligence is becoming integr…  ( 3 min )

In scenarios such as smart terminals, Internet of Things, edge computing, etc., concurrency capabilities have become a key element of modern application development.Especially in a new ecosystem of HarmonyOS Next, which emphasizes multi-device collaboration and real-time response, how to write secure and scalable concurrent programs in a simple and efficient way has become an important challenge for developers. Fortunately, Cangjie has created an elegant and efficient model for concurrent programming, which significantly reduces the difficulty of development.As an engineer who has been involved in the HarmonyOS Next project for a long time, I will combine practical operations to take you into the depth of the power of Cangjie's concurrency model. Cangjie Language abandons the heavyweight d…  ( 5 min )

If the powerful type system and type inference have laid a solid foundation for Cangjie language, then its flexible integration in multi-paradigm programming has truly given developers great freedom and creativity. In HarmonyOS Next application development, I personally experienced: whether it is complex business modeling, concurrent processing, or data flow, as long as the functional and object-oriented paradigms are switched reasonably, Cangjie can always express clear and efficient logic in the most elegant way. In this article, let me take you to explore: how to play with different programming paradigms in Cangjie and master the best practices in actual development. In Cangjie, the function is "first-class citizen".This means: Functions can be assigned, passed, and returned like ordina…  ( 5 min )

In the process of using Cangjie language to develop HarmonyOS Next applications, I became more and more aware that the design of a type system directly determines the development efficiency and program reliability of a language.Cangjie did a very good job in this regard. He not only had a powerful static type system, but also greatly reduced the development burden through intelligent type inference. In this article, I will combine the actual development experience to learn more about the type system and type inference mechanism of Cangjie language, and how to write more concise, safer and more efficient code through them. Cangjie is a statically typed language, that is, the types of variables, functions, and expressions are determined at compile time, rather than dynamically determined at …  ( 5 min )

Forget whiteboards and gut feelings. AI’s now the plant manager you wish you had — 24/7, tireless, and really into data. Introduction: The Need for Smarter Scheduling In the fast-paced world of manufacturing, traditional scheduling methods often fall short in addressing the complexities of modern production environments. Enter Artificial Intelligence (AI), poised to revolutionize production scheduling by offering dynamic, data-driven solutions that adapt in real-time. Traditional scheduling methods can lead to: Increased operational costs due to inefficiencies. Extended lead times are affecting delivery schedules. Underutilized resources, leading to wasted capacity. These inefficiencies can result in significant financial losses and decreased customer satisfaction. AI to the Rescue: Tran…  ( 4 min )

As HarmonyOS Next gradually matures, developers have put forward higher requirements for programming languages ​​under the new ecosystem: they must not only develop efficiently, but also ensure performance and security, and can easily adapt to complex scenarios of smart terminals, edge computing and cloud collaboration.Against this background, Cangjie language (Cangjie) came into being. As an engineer who actually participated in the development of HarmonyOS Next application, I deeply felt in the process of using Cangjie language that this is not just a simple language replacement, but a complete innovation from language design to development experience.In this article, I will combine practice, starting from language characteristics, paradigm support to basic grammar, to take you to truly …  ( 5 min )

This post is a condensed summary of my full article “3 Ways to Implement User Authentication with Streamlit.” If you want the code samples and a deeper trade-off analysis, head over to the complete piece. Streamlit makes it almost absurdly easy to turn a Python script into a living web application, but unless your tool is a one-off demo, you need to know who’s using it. Below is a whistle-stop tour of the three approaches to authentication, distilled from a longer piece I just published. Use it to pick the right path, then head over to the full article for hands-on code and deeper trade-offs. What it is The protocol Streamlit now supports natively (≥ v1.32). Login is delegated to any OIDC-compliant identity provider — Google Identity, Auth0, Azure AD, Okta, Keycloak… Why do teams like it…  ( 4 min )

Communication between a CPLD (Complex Programmable Logic Device) and an FPGA (Field-Programmable Gate Array) depends on the required speed, complexity, and available I/O resources. Below are common methods, along with their advantages and trade-offs. 1. Parallel Bus (Fast & Simple) Add control signals like: CLK (synchronization clock) WR (write enable) RD (read enable) CS (chip select) ACK (acknowledge handshake, if needed). Pros: Cons: Example Connection: FPGA (Master) CPLD (Slave) ------------------------- DATA[7:0] DATA[7:0] ADDR[3:0] --------> ADDR[3:0] WR --------> WR RD --------> RD CS --------> CS CLK --------> CLK 2. Serial Communication (Saves Pins) 4-wire protocol (SCLK, MOSI, MISO, SS). Supports full-duplex communicatio…  ( 4 min )

In the early days of IT, we manually configured servers–each one a precious snowflake, lovingly maintained and documented. But the size of the infrastructure grew and this approach couldn't scale. Chef and Puppet popularized the idea of Infrastructure-as-Code: engineers would define the state of the machine(s) in text files, stored in Git–hence the name. A global node would read these files to create a registry. Then, a local agent on each machine would check the desired state at regular intervals, and reconcile the current state with the registry. The first generation of IaC managed the state of existing machines but assumed the machine was already there. The migration to the Cloud created another issue: how do you create the machine in the first place? Another IaC tool appeared in the fo…  ( 7 min )

Before integrating this advanced technology into your cloud environment, it’s critical to understand the associated security risks and how adversaries are targeting these intelligent systems. Unlike conventional AI models, Agentic AI operates with high autonomy—learning in real-time, making decisions, and executing tasks without human intervention. This translates to: Smarter automation across infrastructure and operations Data-driven decisions with contextual insights from LLMs Responsive cloud strategies that adapt to market shifts Proactive threat detection through self-monitoring behaviors Cost-efficient resource allocation guided by predictive analysis These benefits, while significant, also expose the system to unique forms of cyber exploitation. Agentic AI systems rely on continuous…  ( 4 min )

Building Scalable Applications with Node.js Scalability is a critical factor in modern web development. As applications grow, they must handle increasing traffic, data, and user demands without compromising performance. Node.js, with its non-blocking, event-driven architecture, is an excellent choice for building scalable applications. In this guide, we'll explore best practices for scaling Node.js applications, covering architecture, performance optimization, and deployment strategies. Why Node.js for Scalability? Node.js is built on Chrome’s V8 JavaScript engine and uses an event loop to handle asynchronous operations efficiently. This makes it ideal for I/O-heavy applications like APIs, real-time services, and microservices. Key advantages include: Non-blocking I/O – Handles multiple co…  ( 4 min )

Who should perform account verification testing? Account verification is used primarily to confirm that the information defining the account is accurate and represents a real person, company, or other organization. It’s an important step for combating fraud, especially with accounts that deal with any financial transactions. It’s also a helpful tool for removing bot and spam accounts, which can otherwise waste resources and introduce security vulnerabilities. In many account verification systems, the process is something like this: a user inputs their information into a form, the system creates an unverified account based on that form, and then the account is verified - often with an automated email or SMS sent to the email address or number the user provided on sign-up. Once the user has …  ( 7 min )

As a Node.js developer, staying up to date with the latest version is crucial to optimizing performance, security, and overall development efficiency. With the release of Node.js 24, there are some exciting new features and improvements that are sure to impact our workflow. Here’s a breakdown of what I’m most excited about: ⚡ Performance Improvements 🔐 Security Upgrades 📦 npm 11 Integration 🧪 Async Context Improvements 🛠️ Developer Tools & Diagnostics For those of us working on high-performance apps, this release should bring noticeable benefits. If you haven’t already, it’s time to start experimenting with Node.js 24 in your projects! NodeJS24 #WebDev #BackendDevelopment #JavaScript #npm #AsyncProgramming #DeveloperTools #NodeJS  ( 3 min )

Welcome to the next pikoTutorial ! The error we're handling today is a C++ compilation error: error: use of deleted function X In C++, the error occurs when you try to invoke a function that has been explicitly marked as deleted or implicitly deleted by the compiler. This error commonly arises in relation to special member functions such as constructors, copy constructors, assignment operators etc. Functions can be explicitly deleted by the programmer to prevent certain operations or they can be implicitly deleted when certain conditions make them invalid (e.g. if a class member is non-copyable). Fixing depends on the situation in which the error occurred. Below you find some examples of such situations. In C++ every function can be explicitly deleted, for example: class File { public: …  ( 4 min )

🧠 40 System Design Questions That Could Land You a $150K Job in 2025 💰 Hadil Ben Abdallah for Final Round AI ・ May 5 #design #interview #programming #career  ( 2 min )

Introduction In Unity development, you may encounter issues with types not being recognized correctly, especially when you import libraries via NuGet. A common situation arises when you have a struct, like GZipCompression, which implements an interface but does not seem to expose its default constructor. This article discusses why this issue occurs and provides step-by-step guidance on how to resolve it, particularly in relation to Unity's handling of types and the default constructor. Why the Default Constructor Issue Occurs Unity and .NET use certain optimization techniques when compiling code, particularly for structs. When you run typeof(GZipCompression).GetConstructor(Type.EmptyTypes), it returns null because structs are treated differently than classes; they do not declare a construc…  ( 4 min )

Future of manual testing in the age of AI: The future of manual testing in the age of AI is not about being replaces. It's about evolving and transforming the role of manual testers. Through AI, testers can be able to perform the repetitive task like test case generation, test execution and basic automations. With help of AI, manual testers can be able to focus on more complex and other activities. AI will become powerful tool that support testers, allowing them to prioritize critical issues and bring human insight to areas AI will miss to identified those issues With help of AI, Manual testers will shift from normal validation tasks to identifying the edge cases and evaluating software from real world prespective. There will be a growing synergy between manual testers and AI. Testers will contribute to training and refining AI models, ensuring they align with actual user needs. AI will help manual testers to more efficient by offering insights through data analysis, defect predication and test prioritization. The manual tester key areas are exploratory testing where unexpected issues may come. UI and accessibility testing which requires manual testers to assess user-friendliness and domain specific testing where industry knowledge is critical. Also the manual testers will need to upskill in areas like data analysis,AI collaboration and communications. The future of manual testing is not just secure but its vital as it blends the precision of AI with the understanding that only human can provides.  ( 3 min )

AI is evolving fast. AI agents are a key part of this growth. These are AI programs that can reason, plan, and use tools to achieve goals. Building them from zero is hard. Luckily, frameworks and innovative projects are coming out. They handle many complex parts, so developers can focus on the agent's logic. Many tools are available now. Which ones should you look at? We explored several options. Here are 5 that stand out. LangGraph (Python) LangGraph is built on the LangChain ecosystem. It focuses on making stateful applications with multiple actors (like agents) using a graph approach. These workflows can manage loops and branching logic. LangGraph Offers: Graph-Based Structure: Define agent steps and logic as nodes and edges in a graph. State Management: It handles keeping track of…  ( 5 min )

Introduction Amazon EC2 allows users to run virtual servers in the cloud. If you have an EC2 instance running and need to access it from your Windows laptop, follow these steps to connect securely. Introduction Requirements Before You Start Step 1: Convert Your .pem Key to .ppk Format Step 2: Install PuTTY Step 3: Connect to Your EC2 Instance Using PuTTY Alternative Method: Using Windows Subsystem for Linux (WSL) Connection Timed Out Permission Denied Server Refused the Key Security Best Practices Conclusion Requirements Before You Start An AWS account with an active EC2 instance The key pair (.pem file) used when setting up the instance Administrator access to your Windows laptop The public IP address or DNS name of your EC2 instance Step 1: Convert Your .pem Key …  ( 4 min )

Reason for SSL Certificate Expiration Compliance and Regulatory Requirements Expiration of SSL certificates assists organizations in meeting the company's legal and other requirements, such as regulatory compliance and standards. These and other rules and norms, including the Payment Card Industry Data Security Standard (PCI DSS) and General Data Protection Regulation (GDPR), require the updates and renewals of security certificates on the regular basis to provide proper protection for the sensitive data. These regulations make certain that organizations take positive measures to adopt up to date securities; and the periodic renewal of SSL certificates helps meet these requirements. Updates It means that the expiration of the SSL certificate contributes to compliance with the SSL best prac…  ( 5 min )

I used to think I just needed to send more proposals. Boost the right gigs. Optimize my profile. But over time, I realized something deeper was off, not just with the platform, but with the entire freelance ecosystem. If you go to Upwork, at first, it looks like jobs are popping up all the time. Feels like opportunity, right? But most of these jobs are low-paying, low-quality, or outright spammy. It's getting disheartening. During the pandemic, I managed to land some gigs after just a couple of proposals (and I was a total noob who had just graduated). I even got a long-term client without having to pay a cent. I actually managed to land a full-time job as a PHP Developer and then I decided to focus only on it after one year. But when I came back to Upwork last year looking to make some ex…  ( 4 min )

Ever wondered what it takes to build a Web3 startup from scratch? In the Stellar Dev Diaries series, we’re following the journey of a team of developers building on the Stellar Network as they go from hackathon wins to getting funded and launching their product on mainnet. Check out Episode 2: Becoming Fundable Missed Episode 1: Watch it here In this series, we take a deep dive into the experiences of the Freelii team as they build and launch their product on the Stellar Network. Throughout the series, you'll get an inside look at what it takes to go from zero to one: turning ideas into products, getting funded, and scaling a startup in a fast-moving space. Each episode will feature real code examples with walkthroughs of the features the team used and the challenges they encountered along the way. In Episode 2, we explore how the team pivoted from their initial idea into something with broader appeal to secure more hackathon wins. We also hear more about their experiences navigating the grant application process to secure funding from the Stellar Community Fund. On the technical side, we go deeper into the tools that Jose and Joseph used to build the first version of the Freelii remittance chatbot, discussing some key Stellar features that made it possible. In this episode, we dive into: The experience of going from hackathon partners to full-blown entrepreneurs Building a Telegram mini app Leveraging Stellar Anchors for seamless on-ramping Successfully applying for a grant from the Stellar Community Fund Managing early-stage costs to maximize runway Want to know what it takes to build and launch a product in Web3? Then keep watching as we follow José and Joseph on their journey from idea to mainnet. To learn more about the Stellar Anchors feature that we discussed in the episode, check out the tutorials here: ✒️ https://jamesbachini.com/stellar-anchor-platform/ 📺 https://youtu.be/57iZMxAr_1Y To start building on Stellar, check out the developer docs here.  ( 4 min )

Common Manual Testing Techniques: Manual testing techniques help to ensure that software should meets the customer requirements, defects and enhance the user experience.The most common methods are below, Black Box Testing: Testing Examples: Acceptance testing,Functional testing and Regression testing. White Box Testing: Testing Examples: Unit testing and Integration testing. Gray Box Testing: Exploratory Testing: Functional Testing: Sanity Testing: Acceptance Testing: Regression Testing:  ( 3 min )

As the global demand for healthy, shelf-stable, and natural foods grows, dehydrated fruits have become a key ingredient in the evolving food tech industry. With increasing interest from health-conscious consumers, food manufacturers, and exporters, these fruits offer unique opportunities for businesses looking to innovate and expand their product lines. 🍍 The Process of Dehydrating Fruits Hot Air Drying: The fruit is exposed to heated air, which evaporates the moisture. Vacuum Drying: The moisture is removed in a vacuum chamber under low temperature, which preserves more delicate flavors. Freeze Drying: This involves freezing the fruit and then removing moisture by sublimation, which keeps the fruit intact with a very crisp texture. Each of these methods has its benefits depending on the …  ( 4 min )

Introduction Agile is not just a buzzword, it's the backbone of successful project delivery in today's fast-paced tech world. Organizations using Agile report a 64% success rate in project outcomes, compared to just 49% in traditional methods. As the demand for Agile professionals grows, Agile Scrum Master Training and Certification will become essential for aspiring project leaders. Whether you're aiming for PSM certification, Certified Scrum Master certification, or looking to step into a Product Owner role, proper training can transform your career. ** Key Learning Areas: Agile principles and Scrum values Scrum roles: Scrum Master, Product Owner, Development Team Scrum events: Sprint Planning, Daily Scrum, Sprint Review, and Retrospective Scrum artifacts: Product Backlog, Sprint Ba…  ( 5 min )

Introduction Calculating inventory levels in SQL can be tricky, especially when you need to derive values based on previous rows. In your case, we want to compute a new column, Avail_to_fill, which will be the difference between the Onhand quantity and the Qty ordered for each item. This calculation should depend on the preceding row's result. Understanding the Problem The table you provided has several columns: ORDER#, Date, Item, Qty, Onhand, and Avl Fill. The requirement here is to create a new column that shows the available inventory (Onhand minus Qty) line by line and restarts the calculation whenever a new Item is encountered. This behavior can be achieved using Oracle SQL's analytic functions and a common table expression (CTE) for structured queries. This technique incorporates th…  ( 4 min )

If you're adjusting your schema or moving platforms, you're doing database migration. Whether small or large, migrations help keep your app in sync with changing requirements. This post gives you practical examples and a walkthrough of tools that simplify the process. 1.Schema Migration Change structure to support new features. Example: ALTER TABLE users ADD COLUMN last_login TIMESTAMP; Use tools like Flyway or Django ORM to track these in code. 2.Data Migration Needed when changing storage engines, consolidating databases, or upgrading versions. Example: INSERT INTO new_customers SELECT * FROM legacy_customers; Run these in batches or use a managed service for large datasets. Add indexes for speed Create constraints for safety Normalize tables for better structure Example: CREATE INDEX idx_user_email ON users(email); Flyway: Write raw SQL, versioned Liquibase: Use XML/JSON changelogs Django: Auto-migrations with Python models AWS/GCP DMS: Ideal for cloud-native migrations Updating your schema, moving data, or shifting databases entirely. Define scope, create backups, test in staging, automate changes. Not for every change, but yes for version control, rollback, and CI/CD pipelines. Loss of data integrity, broken constraints, or downtime. Avoid with dry runs and monitoring. Migrations are part of growing your application the right way. Whether adjusting models or moving cloud platforms, a structured approach with the right tools keeps your data safe. Want to discover more about data migration? Check out the introduction to Database Migration: A Beginner's Guide.  ( 16 min )

As an experienced developer, you're beyond the basics of docker run and docker build. You need to orchestrate complex, production-ready environments with precision. This guide dives deep into creating robust Docker deployments through YAML configurations, advanced networking, and container health management. Docker Compose YAML files are the cornerstone of sophisticated multi-container applications. They provide a declarative way to define your entire infrastructure stack. version: '3.8' services: api: build: context: ./backend dockerfile: Dockerfile.production args: - BUILD_ENV=production image: ${REGISTRY_URL}/myapp/api:${TAG:-latest} deploy: replicas: 3 resources: limits: cpus: '0.50' memory: 512M res…  ( 6 min )

Under the hood: What can you learn by building an HTTP Server from scratch? Aghyad Khlefawi ・ May 7 #dotnet #programming #webdev #csharp  ( 2 min )

In today's digital landscape, software developers face a significant challenge: convincing users that their applications are safe to download and use. As cybersecurity threats continue to evolve, users have become increasingly cautious about what they install on their devices. This is where code signing emerges as a crucial practice for developers looking to build trust and increase download rates. Code signing is a security practice that involves applying a digital signature to software or executable files. This signature is an electronic proof that the code comes from a specific publisher and hasn't been tampered with since it was signed. Think of it like a wax seal on a letter in medieval times—it guaranteed the letter came from the sender and hadn't been opened along the way. Similarly…  ( 5 min )

What Is a Shadow API? A shadow API is an application programming interface that is created or used without explicit approval from the organization’s IT or security teams. Shadow APIs can emerge from various sources, including developers experimenting with new features, legacy systems that are no longer officially supported but still in use, or services integrated outside of formal IT channels. This is part of a series of articles about API security Unlike official APIs, shadow APIs lack oversight and governance, making them invisible to the security measures typically applied to known and documented APIs. They operate under the radar of standard security and monitoring practices. Because these APIs were not introduced through sanctioned processes, they are excluded from inventory or documentation efforts. As a result, shadow APIs present significant risks. They are not subjected to regular security assessments, patches, and compliance checks that would normally be part of an API’s lifecycle management in a secure software development environment. Read the full article: Shadow APIs: Understanding the Risk and 6 Ways to Reduce It  ( 3 min )

Recently, I was brought on board of yet another project to help build an enterprise-grade IT solution based on Microsoft Power Platform and Azure. Like any well-architected system, the solution required robust observability — the ability to track operational behavior, diagnose issues, and maintain visibility across all components. Naturally, Azure Monitor was the go-to choice. One of the core components of the solution was a custom plugin for Power Platform. To capture application-level telemetry from the plugin, the obvious approach was to use a telemetry client that integrates with Azure Application Insights, a feature of Azure Monitor. By default, Application Insights allows unauthenticated data ingestion — which makes it a potential target for abuse. To address this, the instance was c…  ( 6 min )

Clicking the play button on Netflix or YouTube feels instant and effortless. But behind that simple click lies a complex system working in real-time to deliver seamless, high-quality video. Video streaming isn't just file downloading — it's a dynamic process involving segmented delivery, adaptive bitrate logic, and encryption. In this post, we'll explore the inner workings of video streaming Streaming platforms don’t send one large .mp4 file. Instead, the video is broken into small segments, typically 2 to 10 seconds long. This segmented approach enables: Partial and on-demand loading Faster seeking Real-time quality switching Depending on the protocol: HLS (HTTP Live Streaming) uses .m3u8 manifest and .ts segments MPEG-DASH uses .mpd manifest and .m4s segments For example, a two-hou…  ( 4 min )

I run the blog at Developer-Service.blog with a self-hosted Ghost instance. As much as I love Ghost and its editor, I've encountered a handful of limitations in the Ghost Admin interface that have slowed me down. Things like: Re-categorizing posts in bulk. Quickly searching posts by title. And many others... Doing some of these things manually, one by one, through the Ghost admin panel wasn’t just inefficient—it was also error-prone. So I wrote three small but powerful Python scripts that leverage the Ghost Admin API using JWT authentication. These scripts saved me hours of clicking and let me manage my content programmatically, with zero guesswork. GitHub repository for all the scripts: https://github.com/nunombispo/GhostContentAPI SPONSORED By Python's Magic Methods - Beyond init and str…  ( 9 min )

Introduction Handling JSON in Scala can be challenging, especially when dealing with nested JSON strings. In this article, we explore how to effectively decode a JSON object using Circe, a popular library in the Scala ecosystem. Specifically, we want to extract data from a JSON structure where one of the fields is a string that represents another JSON object. This approach is necessary to ensure that we parse and extract information correctly, allowing us to work seamlessly with complex data structures. Understanding the JSON Structure The JSON object we receive looks like this: {"key": "value", "embedded": "{\"foo\": \"bar\"}"} In this case, the embedded field is a JSON string rather than a direct JSON object. This means that simple decoding techniques may not suffice, and we need to hav…  ( 4 min )

Abstract Open source project investment is rapidly evolving as a convergence of community collaboration, blockchain integration, and NFT-based funding mechanisms. This post discusses the historical background, current innovations, core concepts, practical applications, and challenges that come with investing in open source projects. By highlighting community governance models, blockchain interoperability, smart contract security reviews, and innovative NFT monetization strategies, we explore how these investments are transforming the technology landscape. Additionally, real-world examples, technical details, tables, and key bullet points illustrate the dynamic interplay between funding models and open source sustainability. For further exploration, valuable resources such as Arbitrum and…  ( 8 min )

Artificial intelligence has transformed from basic chatbots spitting out text to sophisticated systems that see, hear, and reason like humans. A decade ago, AI was confined to answering simple queries; today, it analyzes images, interprets audio, and makes decisions in real time. This leap reflects a pivotal shift in AI development: from single models to multimodal agents. Single models, like the text-based GPT-3 or BERT, excel at processing one type of data—text. They powered early chatbots tools but faltered when faced with diverse inputs like images or voice. Multimodal agents, such as GPT-4o or Jeda.ai’s innovative platform, integrate text, images, audio, and more, mimicking human-like understanding. This evolution isn’t just technical—it’s a revolution in how AI interacts with the wo…  ( 11 min )

IoT and AI integration 2025 takes center stage, industries are leveraging this synergy to optimize operations, reduce human error, and unlock real-time decision-making. IoT refers to the network of interconnected devices that collect and share data, while AI enables these devices to analyze, learn, and make autonomous decisions. The integration of IoT and AI brings intelligent automation to devices, enhancing their ability to adapt, predict, and evolve. From healthcare to agriculture, the powerful duo of IoT and AI is revolutionizing how industries function. Here are the top sectors experiencing a transformation: • Predictive maintenance using AI-driven insights from IoT sensors • Wearables collecting patient vitals with AI diagnosing anomalies • AI-enabled traffic management based on IoT …  ( 5 min )

Go (or Golang) is a statically typed, compiled programming language made by Google. It's popular for its simplicity, speed, and built-in support for concurrency. This guide covers Go basics with examples so we can easily come back and revise together. Let's dive into Go—the language powering the cloud! Go requires you to declare variables with specific types, making sure everything is checked at compile time. You can declare them in different ways, with or without initial values. func main() { // Variable with type inference var message = "Hello, Go!" // Short variable declaration (inside functions only) count := 42 // Constant declaration const PI = 3.14 // Zero value (false for bool) var ready bool // Print all values fmt.Println(message, coun…  ( 11 min )

Introduction Custom scrollbars can greatly enhance the user experience on your web pages. If you're looking to make your scrollbar's thumb larger than the track in HTML, you're in the right place! Creating customized styles for scrollbars can make your website stand out and offer better functionality. In this article, we will go through how to adjust the scrollbar's appearance by changing the size of the thumb and track separately. Understanding the Scrollbar CSS Pseudo-elements To create a custom scrollbar, you will mainly be using the ::-webkit-scrollbar, ::-webkit-scrollbar-track, and ::-webkit-scrollbar-thumb pseudo-elements. The ::-webkit-scrollbar selector targets the entire scrollbar, while ::-webkit-scrollbar-track styles the track, and ::-webkit-scrollbar-thumb styles the draggabl…  ( 4 min )

📌 What are Network Protocols? Network Protocols are a set of rules that define how two systems communicate over the internet. These rules are organized into layers, each with specific responsibilities. Layers of Network Communication (OSI Model) Application Layer Presentation Layer Session Layer Transport Layer Network Layer Data Link Layer (Only Application and Transport layers are the main focus here.) Client-Server Model Protocols These follow a request-response model: the client sends a request, the server responds. Examples: HTTP (Hypertext Transfer Protocol) Used for accessing web pages. Stateless, one-time connection per request. Not secure; use HTTPS for encrypted communication. FTP (File Transfer Protocol) Maintains two connections: Control Connection: persistent, …  ( 4 min )

Abstract: This post explores the transformative intersection of blockchain project funding and open source sustainable innovations. We review the evolution of funding models—from early donation-driven support to modern decentralized finance initiatives—and dive into technical and financial mechanisms powering global innovations. Through historical context, core features, use cases, challenges, and future prospects, this guide provides a holistic understanding of how community-driven funding and decentralized governance are reshaping the open source and blockchain landscapes. Key real-world examples, such as the Zora NFT Collection, Zed Run NFT Collection, and The Sandbox Assets NFT Collection, illustrate the practical impact of these trends. Blockchain technology and open source innovatio…  ( 9 min )

Java 8 revolutionized how developers write and think about Java code by introducing functional programming concepts. At the heart of this transformation are Lambda Expressions, Functional Interfaces, and the Streams API. These features together promote a more expressive, concise, and readable way to write code that is powerful, efficient, and scalable. In this comprehensive article, we will dive deep into each of these features, understand the underlying theory, and then walk through practical examples with detailed, line-by-line explanations. Before Java 8, Java was strictly an object-oriented programming language. Functional programming concepts like passing behavior (not just data) as arguments were difficult and verbose. Java 8 brought in a hybrid model, enabling functional programming…  ( 5 min )

Hi there! If you've ever built a React app and found it difficult to make your layout look good on both desktop and mobile, you're not alone. Good news? Material UI (aka MUI) makes it easy to create responsive design with its powerful Grid system. Let’s see how you can create a completely responsive layout using MUI Grid, step by step, with code you can copy and customize. MUI's Grid is based on top of CSS Flexbox, and it works on a 12-column layout system. It means you can divide your layout into sections without much stress, and control different section's behaviour on different screen sizes. Now you don't have to write separate CSS media queries all over the place. If you’re new: npx create-react-app mui-grid-demo cd mui-grid-demo npm install @mui/material @emotion/react @emotion/style…  ( 4 min )

Whether you're building a demo, running a workshop, or just learning how GraphQL works, it's always easier with real examples. While Apollo Server makes spinning up your own API smooth, sometimes you just want something ready to go. Good news: there are several public GraphQL APIs you can use for free. Here are eight of them, complete with sample queries to get you started. Get information about past launches, rockets, and more. Example Query: { launchesPast(limit: 10) { mission_name launch_date_local launch_site { site_name_long } links { article_link video_link } rocket { rocket_name } } } Try it here For Star Wars fans. Great for showing how GraphQL handles nested relationships. Example Query: { allFilms { films { …  ( 4 min )

Falcon 3 marks a bold step forward in open and efficient AI development. Built by the Technology Innovation Institute (TII) in Abu Dhabi, Falcon 3 is a family of language models crafted to balance power, performance, and accessibility — all while staying under the 10 billion parameter mark. Designed to excel in science, mathematics, and coding, these models showcase innovative training techniques that improve both reasoning and real-world usability. The lineup includes a range of models from lightweight (1B) to highly capable versions (up to 10B), each tuned for different levels of complexity and tasks. Whether you need a small, fast model for everyday tasks or a strong reasoning model for math and coding challenges, Falcon 3 delivers. From knowledge distillation for tiny models to advance…  ( 6 min )

In this article, I'll show you how to quickly create a script to encode your secret keys to base64, so you can use them for your JWT secret or anything else. First, let's see why we use this approach: Private keys and certificates may contain binary characters incompatible with certain systems (e.g., environment variables, .env files, YAML, JSON, XML). Base64 encoding turns them into secure ASCII strings compatible with virtually any transmission medium. Storage in environment variables/files Systems like Docker, Kubernetes, CI/CD (GitHub Actions, GitLab CI), and configuration tools (e.g., dotenv) handle text values ​​better. Base64 allows you to store keys/certificates directly as environment variables. PRIVATE_KEY_BASE64=LS0tLS1CRUdJTiBSU0EgUFJJVkFURSBL... REST, …  ( 5 min )

When transitioning from SQL Server 2019 to SQL Server 2022, many developers have noticed performance degradation in their SQL queries. One common scenario involves the usage of functions like DATEDIFF within complex queries. In this article, we will explore why your SQL query, which runs effectively on SQL Server 2019, is encountering performance issues on SQL Server 2022. We'll also discuss potential alternatives to optimize your SQL code and improve query execution speed when using functions like Func1. Understanding the Performance Issues The primary reason your query's performance has deteriorated could be related to how SQL Server 2022 processes user-defined functions (UDFs) in contexts like your existing query. SQL Server often struggles to optimize UDFs, especially scalar functions …  ( 4 min )

A post by Ivo  ( 2 min )

Have you ever encountered this cryptic Git error message while trying to pull the latest code? error: cannot lock ref 'refs/remotes/origin/build/client-changes': 'refs/remotes/origin/build' exists; cannot create 'refs/remotes/origin/build/client-changes' If so, you're not alone. This seemingly complex error has a simple cause and solution, but it can be confusing if you don't understand Git's reference system. In this article, I'll walk you through exactly what causes this problem and how to fix it—permanently. When I encountered this error in our team's frontend repository, I was initially confused. I had just run a standard git fetch command, something I'd done hundreds of times before. But this time, Git responded with an error about not being able to "lock" a reference. Let's break do…  ( 5 min )

Abstract: This post explores how modern open source funding platforms empower innovation and collaboration by providing predictable financial support for community projects. We review the rise of funding mechanisms like GitHub Sponsors, Open Collective, Liberapay, Patreon, and Tidelift while discussing their core functionalities. Additional themes like blockchain integration, NFT incentives, and transparent financial management are examined. This comprehensive overview covers the background of open source funding, its technical challenges, use cases, future outlook, and actionable strategies for developers and supporters alike. Open source software is the backbone of our digital world. From Linux and web frameworks to innovative blockchain projects, community-driven development is continu…  ( 9 min )

Introduction Creating visually engaging web content often leads developers to seek ways to draw attention to specific text. One such effect is blinking text, which was once achieved using the deprecated tag. However, as web standards evolved, the tag fell out of favor, leaving developers wondering: Is there a standards compliant way of making text blink? In this article, we'll explore modern methods that achieve a similar effect without relying on deprecated elements. Why the Tag Was Abandoned Web standards have changed significantly since the days of the tag. Introduced in the early HTML specifications, it was intended to help highlight important text. However, as web design principles have matured, the tag was found to be problematic. Here’s why: U…  ( 5 min )

Button Group How To, for Web Applications A vertical button group is a set of HTML buttons, placed one below the other, without any gap between them. All the buttons form a rectangular block. This tutorial explains how to produce that. It must be stressed here, that the button group as a whole, must be styled appropriately, for appreciation. However, the styling is not much. In fact the CSS coding is not much. For the project in this tutorial, two vertical button groups are produced. For the first button group, the width of each button and the rectangular block as a whole, is 25% of the width of the webpage. For the second button group, the width of each button and the rectangular block as a whole, is 100% of the width of the webpage. The complete webpage code is given at the…  ( 6 min )

Abstract This post dives deep into the critical subject of financial sustainability for open source projects. We explore the evolution of open source funding, key financial planning tools, and their integration with emerging technologies such as blockchain and NFTs. By examining practical applications, challenges, and future trends, this article offers developers, project managers, and community members actionable insights. We also highlight relevant resources—from sustainable funding for open source to open source project sponsorship opportunities—and reference insightful posts on Dev.to, ensuring you gain a holistic view of this rapidly evolving domain. Open source projects fuel innovation and technological progress by fostering a collaborative, transparent environment for developers w…  ( 8 min )

You’re not just shipping models, you’re shaping lives. In healthcare, a few seconds matter. Imagine if a machine learning model could detect early signs of sepsis, flag potential readmissions, or recommend preventive interventions before a human could even process the chart. Now imagine that model being served securely, in real-time, via a REST API deployed to the cloud and plugged straight into an Electronic Health Record (EHR). Welcome to the world of AI/ML model deployment in healthcare at national scale. This paper is a technical walkthrough of how developers can build, deploy, and serve ML models via APIs using cloud platforms like Azure, AWS, and Google Cloud, with a real-world healthcare use case, and how this work contributes to public health innovation (and even supports National …  ( 4 min )

Azure DevOps is one of the most complete DevOps platforms out there — and it's heavily adopted across enterprises. But if you're new to it, all the moving parts can be a little confusing. In this post, we’ll break down the four major services you’ll be working with most: Boards, Repos, Pipelines, and Artifacts — and explain how they fit together in a real DevOps lifecycle. Azure DevOps is a suite of services from Microsoft that supports the entire software development lifecycle (SDLC). It includes tools for planning, version control, CI/CD, package management, and more — all integrated under one roof. The four core services we’ll focus on are: Azure Boards – Track work items like epics, user stories, bugs, and tasks Azure Repos – Git-based source code management Azure Pipelines – CI/CD pip…  ( 4 min )

The Day I Decided to Automate My Existence Picture this: It's 3 AM, I'm bleary-eyed, surrounded by empty coffee mugs, and I've just realized I forgot to water my plants. Again. For the third time this week. My succulents are giving me the silent treatment, and I swear my cactus just flipped me off. That's when it hit me – I'm a programmer, for crying out loud! If I can make computers dance, surely I can make my life a little less... chaotic? So, fueled by caffeine and the fear of becoming a plant murderer, I embarked on a quest to automate my life using nothing but Python. Spoiler alert: It worked. And it only took 100 lines of code. (Okay, 103 if you count comments, but who's counting?) First things first, I needed to wrangle my to-do list. It was a mess of sticky notes, phone reminders…  ( 5 min )

Thế giới công nghệ đang chứng kiến sự bùng nổ mạnh mẽ của Trí tuệ Nhân tạo (AI). Từ việc viết email tự động, tạo ra hình ảnh độc đáo, đến phân tích dữ liệu phức tạp, AI đang dần trở thành công cụ không thể thiếu. Nhưng làm thế nào để chúng ta, những người dùng, có thể giao tiếp hiệu quả với những cỗ máy thông minh này để chúng hiểu và thực hiện đúng ý mình? Câu trả lời nằm ở một khái niệm then chốt: Prompt. Tại Công Nghệ AI VN, chúng tôi hiểu rằng việc nắm vững kỹ năng "ra lệnh" cho AI chính là chìa khóa để mở khóa toàn bộ tiềm năng của nó. Bài viết này sẽ đi sâu giải thích Prompt là gì và làm thế nào để bạn có thể xây dựng những prompt mạnh mẽ, mang lại kết quả như mong đợi. Hãy tưởng tượng bạn đang nói chuyện với một trợ lý siêu thông minh, có khả năng làm được mọi thứ, nhưng lại cần đư…  ( 6 min )

Introduction Software Process হলো একগুচ্ছ পরস্পর সম্পর্কিত কার্যক্রম (activities) যা একটা একটি Software production এর দিকে নিয়ে যায়। Software Process টা System এর ভিত্তি করে বিভিন্ন ধরনের হতে পারে। এর জন্য নিদির্ষ্ট কোন পদ্ধতি নেই। তবে process যেমনই হোক না কেন ৪টা জিনিস অবশ্যই তার ভিতরে রাখতে হবে। ১। Software Specifications ২। Software Development ৩। Software Validation ৪। Software Evolution ( নিচে এগুলো নিয়ে বিস্তারিত আলোচনা করা হবে। ) Software Process একটি জটিল বিষয় এবং অন্য একটি সৃজনশীল ( Creative) কাজগুলোর মত করে, মানুষের সিদ্ধান্ত এবং তাদের চিন্তার ধারার উপর নির্ভর করে। যেহেতু এখানে কোনো Universal কোন Process নায় এই জন্য, কম্পানিগুলো তাদের মত করে একটা Process তৈরি করে নেয় , যাতে তারা তাদের কম্পানিতে কর্মরত Engineer দের দক্ষতা ব্যবহার করে সর্বোচ্চ সুবিধা গ্রহন করতে পারে। তবে…  ( 16 min )

Part 3: Paradigm Shifts with LLM Integration in Large-Scope Software Development (Emphasizing Rapid Learning) When LLMs are deeply integrated, several fundamental paradigm shifts are likely, especially when speed-to-feedback is paramount: From Manual Construction to Generative Development & Solution Exploration: First Principle Basis: Accelerating the translation of ideas into testable artifacts to maximize learning. Shift: Instead of humans meticulously crafting every line of code or every design document from scratch, development becomes a process of guiding LLMs to generate initial versions, explore alternative implementations, or rapidly prototype different approaches to a problem. The human role shifts to high-level specification, refinement, and validation of multiple LLM-gener…  ( 12 min )

https://github.com/ken-okabe/devto-article-cli-private Welcome to devto-article-cli! This repository is designed to be your central hub for managing Dev.to articles. It not only contains the Node.js command-line tool itself but also serves as the primary storage and version control system for your article content (typically within the articles/ directory). The included CLI scripts empower you to seamlessly create, edit (in Markdown), version with Git, and publish your Dev.to articles directly from this integrated, local-first environment. This README is also intended to be interpretable by AI agents (e.g., GitHub Copilot, VSCode AI assistants) to facilitate their use of this tool. Write articles locally and use Git for version control. Publish new articles and update existing ones on D…  ( 6 min )

Unless doing something, Tailwind CSS 'clears' styles of CKEditor. To style CKEditor properly, do the followings: Install @tailwindcss/typography npm install @tailwindcss/typography Wrap the CKEditor component with prose class  ( 2 min )

Introduction Creating a functional and visually appealing navbar is an essential part of web development, especially when using React. In this article, we will explore how to design a navbar where links change colors upon clicking—switching between white and yellow. We will use plain CSS along with React's state management to achieve this effect. This approach is simple enough to accommodate beginners yet effective for creating a clean user interface. Why Use a Clickable Navbar? A dynamic navbar enhances user experience by providing visual feedback. When users click a link and it changes color, they instantly understand which page they are on. Additionally, it helps in navigation clarity, improving overall site usability. Step-by-Step Solution Using React and CSS To create the click effect…  ( 5 min )

Leapcell: The Best of Serverless Web Hosting PostgreSQL provides a rich variety of index types. Each index type is based on specific data structures and principles, and is suitable for different application scenarios. The following will provide a detailed introduction to these nine main index types. The B - Tree (balanced multi-way search tree) is a self-balanced tree structure. Each node in it can have multiple child nodes (multi-way). Usually, a B - Tree node contains multiple key-value pairs and pointers to child nodes. For example, an m-order B - Tree node can have at most m child nodes, and at least ⌈m/2⌉ child nodes (except for the root node). +---------------------+ | 10 | 20 | 30 | +---------------------+ / | \ +----…  ( 11 min )

Quando comecei a trabalhar com gráficos 3D na web, minha primeira tentativa foi utilizar o Three.js puro. Apesar de ser uma biblioteca incrível, integrar Three.js diretamente com o ciclo de vida do React sempre foi complicado. Foi então que descobri o React Three Fiber e isso mudou completamente minha abordagem para desenvolvimento 3D no ecossistema React. Neste post, vou compartilhar minha experiência e mostrar como você pode começar a criar experiências 3D impressionantes usando React Three Fiber em suas aplicações React. React Three Fiber (R3F) é um renderizador React para Three.js, uma das bibliotecas mais populares para gráficos 3D na web. O R3F permite que você escreva código Three.js usando a sintaxe declarativa do React, o que torna o desenvolvimento 3D muito mais intuitivo para de…  ( 6 min )

In today's digital landscape, generic marketing approaches are rapidly becoming obsolete. Modern consumers expect brands to understand their unique preferences and deliver tailored experiences that resonate on a personal level. The emergence of Generative AI (GenAI) has transformed personalization into hyper-personalization-creating deeply individualized customer experiences at unprecedented scale. This powerful technology is reshaping how businesses connect with their audiences, driving engagement, loyalty, and revenue growth through genuinely relevant interactions that adapt in real-time to individual needs and behaviors. Understanding Hyper-Personalization in the AI Era Hyper-personalization represents a significant evolution beyond traditional personalization methods. While conventiona…  ( 8 min )

Abstract This post explores how sound financial planning can ensure the long-term sustainability of open source projects. We review key financial goals, various monetization strategies, effective budgeting techniques, and transparent expense tracking. In addition, we delve into community engagement, emerging trends, and future innovations. Written in clear, accessible language with technical insights, the post also includes practical use cases, a comparison table, and actionable bullet lists to help project maintainers and developers navigate financial challenges in the open source ecosystem. Open source projects are the backbone of modern innovation, powering countless solutions in technology today. Whether it is a small library that saves developers time or a large community-driven ini…  ( 8 min )

Llms.txt are now becoming the standard way to help AI chatbots like ChatGPT, and Perplexity to easily find your content. The easiest way to generate this file in your astro project is by creating a pages/llms.txt file with the following content import { getCollection } from "astro:content"; import type { APIRoute } from "astro"; export const GET: APIRoute = async () => { const posts = await getCollection("blog"); // adjust "blog" to your collection name const content = `# Vinci Rufus Blog\n ${posts .map( (post) => `# ${post.data.title}\n\n https://www.vincirufus.com/postss/${post.slug}.md \n ${post.data.description} \n ${post.body} }` ) .join("\n\n")}`; return new Response(content, { headers: { "Content-Type": "text/plain; charset=utf-8" }, }); }; and then just build your application using the usual commands. Generating llms.txt file for your astro site  ( 3 min )

Overview This section explains how to set up a Kubernetes (K8s) cluster on Google Cloud Platform (GCP) using Terraform. Instead of using GCP's managed Kubernetes service, we will install open-source Kubernetes manually inside virtual machines (VMs). In software and microservice architecture design, it is essential to consider the scalability, availability, and performance of the application. I am proposing the following design considerations when selecting Kubernetes as part of the software architecture: When the application requires high performance, availability, scalability, and security When greater control over and maintenance of the infrastructure is needed When the application architecture involves complex microservices When opting for open-source solutions (optional) When Kuberne…  ( 8 min )

Modern frontend development demands scalable theming, responsive design tokens, and runtime flexibility. With the recent enhancements in Tailwind CSS v3.4+, namely @theme and @custom-variant, developers can now implement fully dynamic, type-safe theming using CSS variables, TypeScript, and zero runtime JS logic. This article outlines a theming strategy I came up with, which I believe is a clean and scalable approach built around those tools. It enables easy support for light/dark modes and beyond (daylight, retro, etc.) with minimal complexity. tailwind.config.js Isn't Enough for Theming Traditionally, developers define colors like primary, accent, or background directly in tailwind.config.js: module.exports = { theme: { colors: { primary: '#571089', accent: '#ea698b', …  ( 5 min )

In Rust, when using GTK's DropDown widget, you may want to execute a closure to retrieve the selected index upon the selection change. A common issue developers face is accessing the selected choice directly from the ParamSpec. Let's dive into how to do this effectively. Understanding the DropDown and Connect Closure When you create a DropDown in GTK, you define the choices it contains. In your example, you have created a DropDown with two options: let choix = ["Choice 1","Choice 2"]; let drop_down2 = gtk::DropDown::from_strings(&choix); Here, choix is an array containing the two options. The DropDown will display these choices in the user interface. To respond to user interaction, you set up a closure that will be executed whenever the selected choice changes. The…  ( 4 min )

In the vast universe of software development, Visual Studio Code has emerged as a key tool—an unexpected bridge connecting worlds that once seemed incompatible. It has become a lifeline for developers coming from the GNU/Linux ecosystem, desperately seeking a way to write desktop applications, something they thought was lost in their environment. Its versatility allows for development in C#, C++, and FPC Pascal, avoiding alternatives like Lazarus, and offering a more modern and robust option. Personally, I’ve found myself using it as an alternative to Visual Studio 2022, since developing a .NET 6, 7, or 8 application on Linux is financially more viable for my business than doing so on Windows. But here’s the question: Why does Visual Studio Code feel like an orphaned and underappreciated sibling compared to Visual Studio 2022? Both serve incredible purposes. Visual Studio 2022 is the enterprise-grade powerhouse, while VS Code is the agile alternative—the gateway for many developers coming from GNU/Linux, looking to explore Windows and its tools, or simply wanting to use .NET Core on Linux. That in itself is a massive achievement, a step forward in software evolution. Because in the end, bluntly speaking, Linux is great... but if it doesn’t pay the bills, what can I do? As developers, we need to produce high-quality software using high-quality tools. That’s why Visual Studio Code becomes the logical and efficient choice—a path that allows us to keep programming in diverse environments while maintaining productivity and financial sustainability. Ultimately, VS Code isn’t just a code editor… it’s the bridge that unites worlds that once seemed irreconcilable.  ( 3 min )

之前写的后台的控制程序，我采用的都是用VC或者是C#写完之后然后采用AlwaysUp或者是nssm把自己写的后台程序再给做成一个Windows的服务程序。但后来想了想为什么不自己直接写一个Windows的服务程序呢。所以就开始了写服务程序的历程。 首先大致的说一下C#语言写一个Windwos服务程序的方法。说实话C#想写一个Windows服务程序相对的要简单的多。因为C#已经都给准备好了。就在创建项目的选择Windows服务项目就可以了。然后再添加一个服务安装的组件，改一下相关的配置，如：服务名、启动类型、启动权限或者叫启动时的用户。这些信息就可以了。在写代码的时候只要在开始的里面写上服务启动时需要做的工作，在结束里面写上服务停止时需要收尾的工作就大功告成了。 下面主要是说一下采用VC写Windows服务程序。这个我个人觉得相对来说有几个坑需要避。 第一个坑就是如果你从网上查的话都会说用VC写Windows服务程序的入口主函数是ServiceMain()这个函数。而实际并不是，实际上的程序入口还是从main()这个函数开始的。只不过在这个函数中我们不能做太多的事情，必须要尽快的调用StartServiceCtrlDispatcher()这函数来启动ServiceMain()函数。而且ServiceMain()这个函数的名字也并不一定就是这个，可以自定义。只不过你在网上查的人都会采用这个函数名而已。并非VC语言的规定或者约束。这个函数也只不过是在调用StartServiceCtrlDispatcher()函数的时候的一个参数而已叫什么名字并不重要。 第二坑就是服务状态的变换问题，只有你有ServiceMain()函数中调用了SetServiceStatus()函数来告诉Windows操作系统你的服务程序是开始启动了还时正在运行之中还是正在停止之中才可以。在这方面我从网上查了好长时间没有一个写的清楚的。我开始的时候以为这个函数没什么大用于是把相关的代码给删掉了，结果就会发生服务程序的状态无法改变。比如你在启动服务的时候没有及时的状态改成正在运行的话那么Windows的服务控制台就会一直启动这个服务直到启动超时而报错最后服务的状态就会卡在启动状态无法将服务停止或者删除。如果你能将服务状态进入到正在运行状态，但在发出停止服务的时候如果不能将服务的状修改成停止的话那么Windows也会一直停止这个服务直到停止超时而报错。而且这个服务的状态也会卡在停止的状态无法改变。 第三个坑就是在ServiceMain()函数中在用SetServiceStatus()函数把服务的状态修改成“正在运行”的状态之后必须要调用WaitForSingleObject()函数把这个服务的主线程给卡住然就是是一直等待发出服务停止的信号。所以在真正的主线程中你是无法再做其它的任何的工作的。故如果要想写好一个完整的Windwos服务程序就必须在ServiceMain()函数调用WaitForSingleObject()函数之前将你想做的事情都给加载完毕之后再调用WaitForSingleObject()函数将主线程卡住一直等待停止服务的指令。当停止服务的指令来临的时候再调用SetServiceStatus()函数把服务的状态修改成已经停止。 第四个这个不算是坑了这个算是一个常识。就是服务程序的调试问题。如果想调试Windows服务程序那么就只能采用“附加到进程”的方式。即先从Windows的服务管理器中启动服务，然后从Visual Studio的“调试”菜单中选择“附加到进程”的选项然后再选择自己程序的那个进程就可以了。 总结一下，那就是不论是VC写Windows服务程序还是C#写Windwos服务程序，都会有一个开始服务的初始化函数。而初始化函数中不能有死循环，但一般的服务程序又必须要用死循环，所以一个完整的Windwos服务程序一定是一个多线程的，在初始化的时候就启动其它的想要加载的死循环的线程。还会有一个程序的销毁函数，同样在销毁函数中也不能有无法完成的循环。最后就是Windwos服务程序的调试必须采用附加到进程的方式来进行。  ( 2 min )

Introduction When it comes to building multi-page websites, developers often face the challenge of maintaining scalability, performance, and reusability. Traditionally, multi-page websites were built using plain HTML, CSS, and JavaScript. This approach works well for small, simple sites but becomes increasingly difficult to manage as the number of pages grows. This is where React comes in. React, developed by Facebook, has become one of the most popular JavaScript libraries for building user interfaces. Its component-based architecture and powerful routing capabilities make it an ideal choice for multi-page applications. In this article, we’ll explore why React is a better choice for building multi-page websites and how it solves many of the challenges that come with traditional HTML-bas…  ( 4 min )

Introduction When working with authentication in Next.js, integrating Clerk can be quite straightforward—but you may encounter issues along the way. One common error developers face is the message: "Clerk: auth() was called but it looks like you aren't using authMiddleware in your middleware file." This can leave you scratching your head, especially if you're sure you've configured everything correctly. In this article, we'll explore the reasons behind this error and provide you with a comprehensive guide on how to properly use the authMiddleware with Clerk in your Next.js TypeScript application. Let's dive in and ensure your authentication setup is smooth and error-free! Why Does This Error Occur? The error occurs when the middleware system in Next.js is not correctly configured to route …  ( 5 min )

In Java, an array is a data structure that stores a fixed-size, sequential collection of elements of the same data type. It is a container object that holds a fixed number of values of a single type. The length of an array is established when the array is created and remains fixed throughout its lifetime. Arrays are used to organize data efficiently and can be defined and initialized in various ways. Array - Group of similar datatypes Why do you use an array? Arrays are handy when you want to work with multiple values of the same data type. Instead of declaring individual variables for each value, you can group them together in an array, making your code more concise and easier to manage. Index / Subscript: 0 1 2 3 4 marks[0] = 90; marks[1] = 95; marks[2] = 100; marks[3] = 78…  ( 3 min )

In this article, we'll explore common issues that can arise when running an Ansible playbook from a Bash wrapper script. If you often find that your script stops unexpectedly without any error logs, you're not alone. This guide will provide insight into potential causes and solutions. Understanding the Problem When executing a complex Bash script that triggers an Ansible playbook, there are several layers involved that can contribute to abrupt script termination. In your case, you've set up a logging mechanism and even an EXIT trap, but the absence of logs suggests that the script might be exiting prematurely without triggering these mechanisms. Common Causes of Unexpected Behavior Several factors could lead to your script stopping unexpectedly: Resource Limits: The execution environment m…  ( 4 min )

_Originally published on Medium We’re the generation raised with Google, born into WiFi, and fluent in memes. But now there’s a new tool on the block — AI — and it’s leveling the playing field faster than we can scroll through TikTok. At the heart of using it well? Prompt engineering. Let’s get real: If you're a Gen Z dev and you're not learning prompt engineering, you're sleeping on a skill that’s gonna separate the script kiddies from the software wizards. Prompt engineering is the art of talking to AI — but with precision, intention, and style. It’s how you get the best, most relevant, most mind-blowingly useful outputs from tools like ChatGPT, Gemini, Claude, and whatever else drops next month. It’s not just about saying “generate code” — it’s knowing how to guide the model, structure…  ( 4 min )

By: Thorsten Hans Spin SDK for JavaScript and its tooling underwent a major overhaul to ensure we meet developers where they are and align with popular patterns, tools and idioms. As part of that journey, we moved the HTTP router capabilities from the Spin SDK for JS. Instead of exporting a router through the Spin SDK, we let users pick and choose their preferred router. In this post, we’ll explore how to use the Hono Router to build full-fledged HTTP APIs with Spin and TypeScript. The Hono Router is a fast, lightweight routing system designed for handling HTTP requests efficiently. It features an intuitive, Express.js-inspired API, making it easy to define routes using methods like app.get(), app.post(), and wildcard patterns. Hono also supports middleware, allowing developers to add func…  ( 10 min )

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Introduction If you're working with TypeScript and enums, you might encounter situations where not handling all enum cases can lead to runtime errors. As seen in the provided code snippet, the Color enum is defined with three values: Red, Green, and Blue. However, not all cases are handled in the getColorName function, which could lead to unexpected behavior. In this article, we'll explore how to structure your TypeScript code to ensure that missing enum cases are flagged at compile time, helping you avoid bugs before they occur. Understanding the Issue In TypeScript, when you use enums, it’s crucial to handle every possible value gracefully. If you forget to handle one of the cases, your function may perform as expected during testing but fail in production, leading to hard-to-debug runti…  ( 4 min )

When working with Dart and stylesheets, particularly those using SCSS/Sass, you might encounter a common issue: the 'Undefined mixin' error. This problem often arises when importing mixins and functions from Bootstrap or any other library. In this article, we'll explore why this error happens and provide a comprehensive solution to fix it. Understanding the Undefined Mixin Error The 'Undefined mixin' error in SCSS usually indicates that the compiler cannot find a specific mixin or function that you are trying to use in your stylesheet. In your case, you're trying to utilize a media-breakpoint-down(md) mixin that is part of Bootstrap's SCSS library. The correct order of imports is crucial since Sass relies on the definitions being available in the scope when they're used. Why the Error Occu…  ( 4 min )

In the world of DevOps, engineers focus on streamlining development and operations to create faster, more efficient, and reliable software deployment processes. While automation and coding skills are crucial, networking principles are equally important. Without a strong grasp of how networks function, DevOps engineers can run into serious issues, from deployment failures to security risks. Understanding networking enables them to manage infrastructure efficiently, troubleshoot connectivity issues, and optimize performance. Let’s break down why network principles matter, with real-world use cases that illustrate their importance, supported by descriptions of relevant networking diagrams. 1. Networking Ensures Seamless CI/CD Pipelines 2. Networking Enables Efficient Cloud Infrastructur…  ( 5 min )

Extracting Date Components When working with dates in programming, breaking them down into their fundamental components is often the first step in any meaningful manipulation. Most languages provide straightforward functions for this purpose, typically offering the ability to extract the year, month, and day from a date object. // Extract components from a date currentDate := time.Now() year := currentDate.Year() // Returns the year as an integer (e.g., 2025) month := currentDate.Month() // Returns the month as a time.Month (e.g., March) day := currentDate.Day() // Returns the day of month as an integer (e.g., 19) fmt.Printf("Year: %d, Month: %s, Day: %d\n", year, month, day) This approach gives you clean access to these individual components, which you can then use in your ca…  ( 8 min )

Creating a web application that allows users to set up custom column layouts can elevate user experience and content presentation. In this article, we will learn how to implement a purely CSS approach to arrange elements in one, two, or three columns without dynamically grouping them in HTML. Understanding the CSS Grid Layout CSS Grid is a powerful layout system that allows us to create complex web layouts with ease. It enables us to define both rows and columns and provide control over how content is placed within the layout. This is particularly useful for our scenario where we want to create a flexible column layout for different sizes of elements. Why Use CSS Grid? One of the main advantages of using CSS Grid is its ability to handle different sizes of elements seamlessly. It also allo…  ( 5 min )

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When working with Bash scripts, managing file paths and filenames can sometimes lead to unexpected sorting behavior. If you're trying to sort an array of complete filenames and want them sorted by just the filename while retaining the full paths, you're not alone in this challenge. In this article, we'll explore a solution that allows you to achieve exactly that. Why the Issue Occurs The confusion often arises from how the sort command works in conjunction with the full paths of files. When you try to sort by default, it considers the whole string, which includes the path. This results in sorting that does not reflect the ordering of the filenames, as seen in your request where sort outputs filenames based on their directory path rather than the filename itself. Step-by-Step Solution To ac…  ( 4 min )

Yazılım geliştirme dünyasında, arka uç optimizasyonu performansı ve verimliliği artırmanın temel bir parçasıdır. Arka uç, bir uygulamanın temelini oluşturur ve verimli bir arka uç tasarımı, uygulamanın genel başarısında büyük bir fark yaratabilir. Arka uç optimizasyonu, gecikme süresini azaltmaya, kaynak kullanımını iyileştirmeye ve uygulamanın ölçeklenebilirliğini artırmaya odaklanır. Bu, özellikle artan kullanıcı talepleri ve uygulama karmaşıklığı ile birlikte son derece önemlidir. Arka uç, bir uygulamanın "arka plan" işlemlerini ifade eder; sunucular, veritabanları ve uygulama mantığı dahil olmak üzere kullanıcının doğrudan etkileşime geçmediği tüm bileşenler. Arka uç performansı, uygulamanın genel yanıt hızını, güvenilirliğini ve ölçeklenebilirliğini doğrudan etkiler. Verimsiz bir arka…  ( 6 min )

When you're developing applications that interact with web services, you may encounter SSL certificate verification errors, even when things work fine in other tools like Postman. One common issue is the SSLCertVerificationError that occurs in Python when making API calls. Let's dive into why this might happen and how to resolve it. Understanding SSLCertVerificationError The SSLCertVerificationError signifies that Python's request to verify the SSL certificate of the server has failed. In your case, you're able to make HTTPS calls via Postman without any issues, while those same calls lead to an SSL error when executed through Python. This discrepancy often arises from differences in how each application handles SSL certificates. Why Is This Happening? In essence, Python, particularly with…  ( 4 min )

Your software project is spiraling out of control. Features are glitchy, bugs multiply by the hour, and deadlines are a distant memory. You’re now at a major fork in the road: Should you fix your current software or scrap it and rebuild it from scratch? It’s a tough call—and one that haunts product managers, CTOs, founders, and even investors. Get it wrong, and you risk throwing good money after bad. But get it right, and you can set your software project on a path to growth, scalability, and long-term success. In this post, we’ll break down what it really means to fix or rebuild a failing software project, the pros and cons of each path, and how to decide what’s best for your business—based on cost, effort, and futureproofing. Fixing doesn’t just mean squashing bugs—it’s often about sta…  ( 6 min )

If you're looking to increase the width of input text fields in your React component, you're not alone. Many developers encounter similar issues when trying to style form inputs. Let’s delve into how you can achieve the desired width using CSS effectively. Why Are Input Fields Not Widening? The problem with input fields not responding to width changes usually stems from how CSS is applied to the form elements and the layout properties of their containers. By default, most input elements are inline or block styled, which can restrict the space they take up. Step-by-Step Solution to Increase Input Field Width To resolve your issue, you can apply custom CSS styles to the input fields. Here’s a guide on how to do it: 1. Updating Your CSS File First, you need to create or update a CSS file to i…  ( 4 min )

Table of Contents Introduction What Is an API? Why Good Documentation Matters Essential Parts of API Documentation Advanced Documentation Tips Best Practices I’ve Learned Conclusion As software development has evolved, APIs (Application Programming Interfaces) connect different systems and services. I’ve found that even the most powerful APIs require clear documentation to be truly useful. This article shares how I create clear API documentation. By the end of this post, you’ll have a bulletproof template for writing documentation that even your sleepiest teammate can follow. An API is a set of rules that allows different applications to communicate. It acts as a contract between the data provider (the server) and the data consumer (the client). APIs help developers: Access …  ( 5 min )

Introduction If you've ever wanted to automate the process of extracting data from a Klipfolio table and save it as a CSV file, you've come to the right place. This article will guide you through the steps needed to use a Bash script to extract all relevant data—such as referee names, match times, and venues—from a Klipfolio appointment table into a well-structured CSV file. Understanding the Problem Data extraction tasks can often be daunting, especially when the source is a dynamically generated table like those found in Klipfolio. Commonly, the first challenge is correctly identifying the data to pull, as it can be embedded within complex JSON objects. The needed information can include columns for date, time, competition, division, home team, away team, venue, and multiple referees, in…  ( 4 min )

Tech company Meta is reportedly exploring integrating stablecoin payments into its platforms after a three-year hiatus from cryptocurrencies, Fortune reported, citing sources familiar with the matter. The Facebook parent held talks with several crypto infrastructure firms in consultation but has not chosen a decisive course of action, according to the report. One source said the company may take a multi-token approach and integrate support for popular stablecoins such as Tether's USDt (USDT), Circle's USD Coin (USDC) and others. Meta is the latest tech firm to integrate or explore the use of stablecoins for payments, as they increasingly attract institutional interest and investment, causing the stablecoin market capitalization to soar past $230 billion. An overview of the stablecoin marke…

Wellgistics Health, a healthcare infrastructure company, will integrate XRP (XRP) and related technologies into its payment network to streamline transactions between pharmacies, medical suppliers and prescription medication manufacturers, the company said in an announcement on May 8. Wellgistics cited the finality time of XRP transactions and reduced transaction costs, which are fractions of a penny, compared to legacy financial architecture like automated clearinghouse (ACH) payments or wire transfers, as reasons for using XRP. Brian Norton, CEO of Wellgistics Health, said in the announcement: "I believe that the future winners in healthcare will not be the companies with the biggest buildings, they will be those with the fastest rails, cleanest data, and most efficient platforms. We ar…

Coinbase’s agreement to buy Deribit highlights the increasing importance of financial derivatives for cryptocurrency exchanges, according to industry executives.  On May 8, Coinbase, the US’s largest crypto exchange by trading volume, agreed to acquire crypto derivatives platform Deribit for $2.9 billion in the crypto industry’s largest corporate acquisition to date.   The deal reflects increasing competition among digital asset exchanges and brokerages — including Coinbase, Kraken and Robinhood — to dominate the burgeoning crypto derivatives market.  "Global derivatives trading is a key driver of growth for Coinbase,” Spencer Yang, co-founder of Fractal Bitcoin, a Bitcoin scaling solution, told Cointelegraph. Coinbase agreed to buy Deribit on May 8. Source: Coinbase The merger established…

Key takeaways: 97% of the $8.3 billion in Bitcoin put options expire worthless at a $102,000 BTC price. Short covering above $105,000 could trigger a Bitcoin price rally to new highs. Bitcoin (BTC) soared above $101,000 on May 8, reaching its highest level in over three months. The 4.6% daily BTC price gain triggered $205 million in liquidations of bearish futures positions and eroded the value of nearly every put (sell) option. Traders now question whether Bitcoin is poised to break its $109,354 all-time high in the near term. Bitcoin put (sell) options open interest for May-June-July, USD notional. Source: Laevitas.ch The aggregate Bitcoin put (sell) option open interest for the next three months stands at $8.3 billion, but 97% of those have been placed below $101,000 and will likely …

Michelle Bond, the wife of former FTX Digital Markets co-CEO Ryan Salame, who faces federal campaign finance charges, is pushing for dismissal on the grounds that US prosecutors deceived her husband in a plea deal. In a May 7 filing in the US District Court for the Southern District of New York, Bond’s lawyers reiterated some of the claims Salame made in opposing his plea deal with the government, which ultimately still led to him serving time in prison. She claimed that prosecutors obtained a deal with Salame through “stealth and deception” by allegedly agreeing they would not file charges against Bond.  “Mr. Salame and Ms. Bond’s attorneys were advised that the agreement to cease investigating Ms. Bond could not be placed within the four corners of the Salame plea or other written agreem…

The US federal court for the Southern District of New York has sentenced former Celsius CEO Alex Mashinsky to 12 years in prison for fraud. Mashinsky’s legal team sought a light sentence. They highlighted his spotless record before the Celsius incident, along with his military service and willingness to plead guilty. But US prosecutors were less inclined to leniency, suggesting on April 28 that the judge deliver a 20-year sentence for his actions. Betting markets predicted a light sentence ahead of the May 8 hearing. Polymarket showed only 11% odds for a 20-year sentence or higher. Source: Polymarket President Donald Trump began his second term with high-profile pardons of crypto executives, signalling that his administration may bring leniency to crypto fraudsters like Mashinsky. His sen…

Key takeaways: Bitcoin rallies to $101,707 against a backdrop of strong fundamentals in the regulatory and traditional finance space. Traders are confident that $100,000 will hold as support. Bitcoin (BTC) price rallied above $100,000 on the heels of US President Donald Trump’s announcement of a “trade deal” with the UK, which could possibly include the removal of the blanket 10% tariff on all imports.  Frequent social posts from President Trump and public comments from White House cabinet members have hinted at a handful of trade deals in negotiation with various countries, and markets have responded positively to the messaging. In addition to the UK trade deal, the US is set to meet with Chinese officials in Switzerland on May 10. The Dow gained 500 points following the White House a…

Key takeaways: XRP surged on May 8, boosted by risk-on sentiment following Donald Trump’s teased trade deal with the UK. Whale accumulation continues, with the number of addresses holding 10,000+ XRP rising steadily on price dips. XRP broke above a key falling wedge resistance, increasing the chances of a rally toward $2.80–$3.66. XRP’s (XRP) price gained 7.50% on May 8 to reach an intraday high of $2.27, mirroring similar upside moves elsewhere in the cryptocurrency market. Traders pushed the price higher amid US President Donald Trump’s tariff threats, increased whale accumulation, and favorable chart technicals. XRP/USD daily price chart. Source: TradingView Trump’s tariff tease boosts risk appetite, helping XRP Trump announced a “major trade deal” in a social media post, announcing…

The Guiding and Establishing National Innovation for US Stablecoins of 2025 Act, known as the GENIUS Act, failed to pass cloture in the United States Senate on May 8, dealing a slight blow to cryptocurrency regulation in the country. The bill, sponsored by Senator Bill Hagerty and co-sponsored by Senators Tim Scott, Kirsten Gillibrand, Cynthia Lummis and Angela Alsobrooks, received last-minute pushback from Democrats, who took aim at the bill and raised concerns about US President Donald Trump’s cryptocurrency ventures. To address the concerns of Senate Democrats, the bill had already been amended to include stricter requirements for stablecoin issuers for further provisions for Anti-Money Laundering. The GENIUS Act was seen as a bipartisan effort to increase regulatory clarity for digital assets in the United States. The focus of the bill, stablecoins used for payments, was looked at as extending dollar dominance internationally and straying away from more controversial crypto topics. After the procedure failed, Senate Majority Leader John Thune criticized Democrats, saying, “Democrats have been accommodated every step of the way […] frankly, I just don’t get it.” This is a developing story, and further information will be added as it becomes available.

US President Donald Trump was reportedly manipulated by a lobbyist tied to Ripple Labs into announcing the XRP token would be part of his plans for a national cryptocurrency reserve. According to a May 8 Politico report, an employee of pro-Trump lobbyist Brian Ballard gave the president the text to a social media post she recommended he write announcing a US strategic crypto reserve that would include XRP, Solana (SOL), and Cardano (ADA). After he posted the message to his social media platform on March 2, Trump learned Ripple was one of Ballard’s clients, infuriating the president, who felt like he’d been used, Politico reported, citing two people familiar with the incident. “He is not welcome in anything anymore,” said Trump, referencing Ballard, according to the report. March 2 Truth So…

The US Securities and Exchange Commission (SEC) is considering rule changes to let companies more freely issue tokenized securities, SEC Commissioner Hester Peirce said in a speech published on May 8. The regulator is “considering a potential exemptive order” for firms using blockchain technology to “issue, trade, and settle securities” that would release them from certain registration requirements, Peirce said in the speech. For example, decentralized exchanges (DEXs) may no longer need to register “as a broker-dealer, clearing agency, or an exchange,” Peirce said. The SEC has previously brought numerous charges against DEXs such as Uniswap for failing to register as securities exchanges. Firms should “not have to comply with inapt regulations, which, in many cases, were developed well b…

Layer 2s have been a great blockchain success story. They’ve reduced congestion on the Ethereum mainnet, driving down gas fees while preserving security. But maybe they’ve become too successful, drawing chain activity and fee income from the parent that spawned them? At least that’s what some are suggesting lately, most recently at Cornell Tech’s blockchain conference in late April. Indeed, some think Ethereum should be a little greedier, or at least fight harder for a bigger part of the revenue pie, particularly sequencing fees.  “People in the Ethereum Foundation [the nonprofit that supports the Ethereum ecosystem] will tell you that, ‘Yes, we effed up by being too ivory tower.’ I have heard that multiple times,” said David Hoffman, an owner at Bankless, during a panel discussion at the …

Missouri House Bill 594, a bill that would eliminate capital gains tax in the US state, has passed a vote in the state House of Representatives and now heads to Missouri Governor Mike Kehoe's desk for signature. According to attorney Aaron Brogan, the bill stipulates a 100% income tax deduction for any capital gains income because the Missouri tax code does not explicitly distinguish between capital gains and income tax. Missouri House Bill 594 proposes exempting capital gains from income taxes. Source: Missouri House of Representatives Brogan told Cointelegraph that the specific mechanism to exempt capital gains taxes outlined in HB 594 is unique and compared it to a similar income tax deduction in the federal tax code. The attorney explained: "The most natural comparison is the state and…

Bitcoin has reclaimed the $100,000 price level for the first time since January, reflecting renewed bullish sentiment among investors. Bitcoin (BTC) reclaimed the $100,000 mark on May 8 at 11:22 UTC, surging 4.2% from the intraday low of $95,967, according to data from CoinGecko. It marked the third time that BTC has broken through the six-figure level since first achieving it on Dec. 5, 2024. A second all-time high followed on Jan. 20 ahead of US President Donald Trump’s inauguration. Bitcoin price chart in the past year. Source: CoinGecko Unlike the previous $100,000 hits, the new price spike came as Bitcoin market dominance surged above 60%, reflecting potential bearish sentiment for altcoins. Bitcoin dominance below 60% in past $100,000 breakthroughs Bitcoin dominance — the asset’s sha…

Former Celsius CEO Alex Mashinsky will probably be allowed to travel for his daughter’s wedding regardless of the outcome of his May 8 sentencing hearing. In a May 8 filing in the US District Court for the Southern District of New York, Judge John Koeltl approved an application for Mashinsky to travel from New York to Memphis, Tennessee, between May 26 and May 29 for his daughter’s wedding. The approval was available on the public docket on May 8, but later appeared to have been removed. Judge Koeltl will determine in a May 8 hearing whether Mashinsky serves prison time following a plea deal with prosecutors. The former Celsius CEO appeared ready to go to trial in 2024 until his lawyers lost a motion to have his charges dismissed. He pleaded guilty to commodities fraud and a fraudulent scheme to manipulate the price of the platform’s native token, CEL. Mashinsky has been free on a $40-million bond since July 2023, with travel outside certain areas requiring court approval, such as the roughly 900-mile (1,500-kilometer) distance between New York and Memphis. As of May 8, it’s unclear if he will be expected to surrender to authorities. Related: Celsius’ Mashinsky lashes out at ‘death-in-prison sentence’ Magazine: ‘Less flashy’ Mashinsky set for less jail time than SBF: Inner City Press, X Hall of Flame This is a developing story, and further information will be added as it becomes available.

Opinion by Jonathan Farnell, CEO of Freedx It’s 2025, and over 560 million people worldwide are already using cryptocurrency — roughly 17 times the population of Tokyo. That’s a vibrant community, yet for every user who’s embraced it, billions more stand on the sidelines, put off by the complicated interactions and clunky interfaces of protocols, platforms, decentralized apps (DApps), and mobile applications. Why? Blockchain technology offers game-changing potential — decentralized ownership, secure trades — but let’s face it: Most people still find it intimidating, risky, and confusing. User experience (UX) might just be the deciding factor in whether cryptocurrency achieves mass adoption or remains a niche segment. Take complexity. A 2024 Chainalysis report pointed out that 43% of would-…

Cryptocurrency mining firm Hut 8 increased its hashrate by 79% during the first quarter of the year. According to Hut8’s latest quarterly report released on May 8, the firm saw a net loss of $134.3 million despite revenue of $21.8 million. The firm’s CEO, Asher Genoot, explained that this was a result of large-scale investments. “As reflected in our results, the first quarter was a deliberate and necessary phase of investment,” Genoot said. “We believe the returns on this work will become increasingly visible in the quarters ahead.” Hut 8 operations reached a total energy capacity of 1,020 megawatts as of March 31, enough to power well over 800,000 average homes in the United States. The company also has the right to scale up its operation by another 2,600 MW. Related: Bitcoin mining — In…

Bitcoin (BTC) has long been branded as “digital gold,” a store of value for believers in scarcity, decentralization and self-sovereignty. As institutional interest grows, geopolitics shift, and new layers emerge on Bitcoin’s stack, is it time for the narrative to evolve?  In this episode of The Clear Crypto Podcast, hosts Nathan Jeffay and Gareth Jenkinson speak with longtime Bitcoiner and entrepreneur Dan Held, who argues that Bitcoin’s next chapter may unlock broader functionality, from programmable use cases to more nuanced messaging that reaches far beyond crypto-native circles. Political shifts With US President Donald Trump openly backing Bitcoin — and reportedly owning it himself — Held said he sees a regulatory and reputational change.  “We have the most open administration toward…

Coinbase, the largest cryptocurrency exchange in the US by trading volume, has agreed to acquire Deribit, one of the world’s biggest crypto derivatives trading platforms. Coinbase Global will acquire Deribit for about $2.9 billion, the exchange announced on May 8. The acquisition will allow Coinbase to expand into the profitable crypto derivatives market and continue scaling the platform’s global growth, Greg Tusar, Coinbase’s vice president of institutional product, said in the announcement. “With Deribit’s strong presence and professional client base, Coinbase is making its most substantial move yet to accelerate our international growth strategy,” he said. Source: Coinbase Deal follows reports of Dubai regulatory steps The $2.9 billion deal includes $700 million in cash and 11 million shares of Coinbase Class A common stock, subject to customary purchase price adjustments. “This transaction is subject to regulatory approvals and other customary closing conditions and is expected to close by year-end,” the announcement said. Previous reports in March suggested that Coinbase and Deribit had alerted regulators in Dubai about the potential deal, as Deribit holds a license in Dubai, which would need to be transferred to Coinbase if the deal is successful. The reports also previously suggested that a deal with Coinbase could value Deribit at between $4 billion and $5 billion. Cointelegraph approached Deribit for comment regarding the deal but did not receive a response by the time of publication. This is a developing story, and further information will be added as it becomes available. Magazine: Crypto wanted to overthrow banks, now it’s becoming them in stablecoin fight

Key takeaways After the shutdown of Coinhive in 2019, browser mining has made a comeback with new tools like CryptoTab Browser, Pi Network and YouHolder. Mining with a browser can cost more in electricity than the crypto earned, especially for users with mid-range devices. Despite being less energy-intensive than ASIC farms, browser mining still adds up in terms of cumulative power draw and puts a strain on your device’s hardware. Browser mining is evolving with the help of WebAssembly (Wasm), improving script efficiency and creating a smoother user experience.  Browser-based crypto mining sounds like a dream: Just open a webpage, let it run, and your computer starts earning crypto in the background. No bulky ASICs, no GPU farms, no long setup tutorials — just your browser doing the heavy…

Smart contract platform Rootstock, the home of decentralized finance (DeFi) on Bitcoin, saw a sharp increase in network security and mining engagement in the first quarter of 2025, even as activity cooled. Merged mining participation surged to an all-time high of 81%, up from 56.4% in Q4 2024, driven by the integration of major mining pools Foundry and SpiderPool, according to Messari’s first “State of Rootstock” report for 2025, shared with Cointelegraph. The heightened miner interest boosted Rootstock’s hash power to over 740 exahashes per second, surpassing the total Bitcoin network hashrate recorded in October 2024. As a result, the network is now considered to be in a “mature phase” of merged mining growth. The increased security coincided with a 60% reduction in transaction fees, imp…

Sweat, a move-to-earn platform that rewards users for physical activity, has launched a personalized AI agent and expanded its multichain infrastructure. The update is designed to improve user onboarding by offering interactive guidance and simplifying asset management across blockchains. The AI agent, named Mia (short for Movement in Action), is powered by Near.AI — an open-source AI model platform with crosschain capabilities. Integrated into the Sweat wallet, Mia helps users to bridge, swap and manage their crypto rewards without needing deep crypto knowledge.. Sweat is rolling out support for Base, Ethereum, Arbitrum and BNB Chain. Within the app, users can now bridge assets and swap native tokens across networks, with the option to pay gas fees in Sweat (SWEAT) tokens. Sweat co-founde…

Key takeaways: Ether breaks multimonth downtrend as traders target $3,000 ETH price. Ethereum TVL surges 41% to $52.8 billion in 30 days, with a 22% rise in daily transactions to 1.34 million, signaling strong network recovery. Technicals show ETH price faces major resistance at $2,100-$2,800. Ether is setting up for a recovery toward the $3,000 psychological level, backed by recovering network activity, increasing TVL, and strong technicals.  Ether price seeks a return to $3K Ether (ETH) looks to end its downtrend that has been in play since mid-December after it turned away from its 10-month high of $4,100. Crypto technical analyst Mikybull Crypto shared a chart showing the ETH price breaking above a six-month descending trendline, with $2,000 and $2,250 being key resistance levels t…

What is ​VanEck's Onchain Economy ETF ($NODE) VanEck’s Onchain Economy ETF ($NODE) exposes investors to companies driving blockchain adoption across multiple industries. The fund is scheduled to begin trading on May 14, 2025, following its inception on May 13, 2025. As the global economy shifts to a digital core, NODE offers active equity investment in real-world companies shaping that future. This ETF is actively managed, meaning a portfolio manager and not just an algorithm, selects the included stocks. The ETF may allocate up to 25% of its assets to crypto-linked exchange-traded products (ETPs) via a Cayman Islands subsidiary, providing indirect exposure to digital assets while adhering to US tax regulations. With a management fee of 0.69%, $NOD…

Space and Time, a blockchain project supported by Microsoft, has launched its public, permissionless mainnet to bring zero-knowledge (ZK)-proven data infrastructure to crypto applications. Built by MakeInfinite Labs, Space and Time offers a decentralized, verifiable database for smart contracts to query historical, crosschain and offchain data, according to a news release shared with Cointelegraph. The platform indexes data from major networks like Ethereum and makes it accessible through a decentralized network of validators. Developers can query this data using Space and Time’s Proof of SQL — a sub-second ZK coprocessor that delivers cryptographic proofs with every query. “Prior to Space and Time, onchain applications had no way to query basic user data from a database of blockchain acti…

Doodles’ non-fungible token (NFTs) sales surged by 97% in the last 24 hours as digital collectible traders anticipate the project’s token generation event and airdrop.  On May 8, data from CryptoSlam showed Doodles NFT sales topping $1.1 million, nearly doubling the previous day’s total. The spike placed Doodles in the third spot for daily NFT sales, following DMarket and Courtyard NFTs. Over the past week, Doodles recorded $2.6 million in total sales volume, up 368% from the week prior and ranking fifth among all NFT collections, according to CryptoSlam. The surge comes ahead of the launch of Doodles’ long-awaited DOOD token. The project announced on May 7 that the token generation event will take place on May 9. Source: Doodles Doodles to launch DOOD token and airdrop  Doodles announced …

The Ethereum Pectra upgrade introduced a significant upgrade in account abstraction accessibility, with multiple wallets already implementing the change. Pectra introduced Ethereum Improvement Proposal (EIP) 7702, a change that Ivo Georgiev, founder and CEO of self-custodial smart wallet Ambire, described as “the single greatest UX upgrade to Ethereum so far.” Ambire is among the wallet providers that have already rolled out support for the new features since Pectra went live yesterday. Ambire’s announcement shared with Cointelegraph explains that EIP-7702 brings smart account functionality to existing user accounts, letting them temporarily act as smart contracts. This results in the advantages of account abstraction being accessible without creating new dedicated onchain addresses, rende…

Key points: Bitcoin’s realized cap is beating records and has almost reached the $900 billion mark. The market is laying the foundations for a “potentially significant price breakout,” new analysis says. Profit-taking is not hindering the overall bull market rebound. Bitcoin (BTC) is setting new all-time highs in network value as BTC price action eyes a return to six figures. Data from onchain analytics platform CryptoQuant confirms new record highs for Bitcoin’s realized cap. Bitcoin realized cap reflects “growing conviction” Bitcoin is worth more than ever in US dollar terms if its market cap is measured by the value at which the extant supply last moved onchain. Known as realized cap, this figure has seen continued all-time highs since mid-April as BTC/USD stages a sustained recove…

Key takeaways: The crypto market is up 2.5% on May 8, with its capitalization above $3 trillion for the first time in over eight weeks.  Fed's steady rates and stagflation fears boost Bitcoin as a store of value. Anticipated US-UK trade deal and a technical rebound fuel market optimism. The cryptocurrency market is up today, with the total market capitalization rising by approximately 2.5% in the last 24 hours to reach $3.06 trillion on May 8.  Today’s gains were led by Bitcoin (BTC) and Ether (ETH), which have risen around 2.3% and 4%, respectively. Crypto market performance May 8. Source: Coin360 Stagflation fears “good” for crypto assets The Federal Reserve’s decision to keep interest rates steady at 4.25%-4.50% on May 7 has bolstered crypto’s appeal. Fed Chair Jerome Powell’s post-…

Is your gaming PC capable of mining crypto? As of May 2025, Bitcoin mining is looking attractive again. With Bitcoin (BTC) trading around $95,000 and transaction fees hitting new highs after the 2024 halving, mining rewards — though smaller — are worth chasing. From home setups to industrial-scale farms, the question of whether Bitcoin mining is profitable is back in the spotlight. And if you’re a gamer, chances are you’ve looked at your rig and wondered: Can a gaming PC mine crypto? After all, modern gaming computers are packed with powerful GPUs, solid cooling and lots of downtime, especially if you’re not gaming daily. It’s a fair question: Can you mine Bitcoin with a gaming PC? The short answer: Yes, but it won’t be worth it.  The long answer: …

Almost 60,000 Bitcoin addresses tied to LockBit’s ransomware infrastructure were leaked after hackers breached the group’s dark web affiliate panel.  The leak included a MySQL database dump shared publicly online. It contained crypto-related information that could help blockchain analysts trace the group’s illicit financial flows. Ransomware is a type of malware used by malicious actors. It locks its target’s files or computer systems, making them inaccessible. The attackers typically demand a ransom payment, often in digital assets like Bitcoin (BTC), in exchange for a decryption key to unlock the files. LockBit is one of the most notorious crypto ransomware groups. In February 2024, 10 countries launched a joint operation to disrupt the group, saying that the organization had caused bi…

David Bailey, the CEO of crypto media company BTC Inc. and a close adviser to US President Donald Trump on digital assets, has reportedly raised $300 million to launch a new Bitcoin investment firm. The venture, named Nakamoto after the pseudonymous creator of Bitcoin, aims to become a publicly traded company focused on acquiring and holding the cryptocurrency, CNBC reported, citing people familiar with the matter. The Information was first to cover the story. The funding round, which has been quietly in motion since January, includes $200 million in equity and $100 million in convertible debt, a source familiar with the matter told CNBC. While the firm has not officially announced the raise, an official reveal and merger with a Nasdaq-listed company is expected as early as next week. The …

The US Office of the Comptroller of the Currency (OCC) has confirmed banks under its jurisdiction can trade crypto on behalf of customers and outsource some crypto activities to third parties.  Acting comptroller Rodney Hood said in a May 7 letter that banks and federal savings associations can buy and sell crypto they hold in custody at customers’ direction. The OCC added in a press release that financial institutions can also outsource bank-permissible crypto activities, including custody and execution services, to third parties in compliance with applicable law. “Additionally, these banks may provide other custody services, including record keeping, tax or reporting services for their customers,” Hood said in a May 7 video posted to X.  OCC-regulated banks may buy and sell assets held …

Group of Seven (G7) leaders could discuss North Korea’s escalating cyberattacks and crypto thefts at an upcoming summit in Canada, mid-next month. Conflicts in Ukraine and Gaza will dominate discussions, but North Korea’s increasing cyber threats and crypto hacks have become a major concern requiring a coordinated international response, Bloomberg reported on May 7, citing people familiar with the plans. The people said North Korea’s nefarious cyber operations are alarming, as the stolen crypto has become a key funding source for the regime and its programs.  North Korean-affiliated hacking groups such as the Lazarus Group have already stolen billions of dollars worth of crypto this year, including pulling off the $1.4 billion hack on Bybit in February, the largest ever for the crypto indu…

Bitcoiners expect Bitcoin to soon break past $100,000 and potentially hit a new all-time high as US President Donald Trump is set to announce a trade deal with the UK. Trump said in a May 7 Truth Social post that a “major trade deal” with a “big, and highly respected, country” would be announced on May 8, which The New York Times reported would be the UK, citing three people familiar with the plans. Bitcoin inches toward $100,000 When Trump published his post, Bitcoin (BTC) was trading at around $97,759 and has since crept up closer to the psychological $100,000 price level to trade at $99,140 at the time of publication, according to CoinMarketCap data. Bitcoin is trading at $99,140 at the time of publication. Source: CoinMarketCap Several Bitcoiners and analysts are crediting the rally to…

A Texas House Committee has passed a Republican-backed bill to create a Bitcoin reserve, which now only needs a successful full floor vote before heading to the governor’s desk. The Texas House Committee on Delivery of Government Efficiency passed Senate Bill 21 with no amendments on May 7 in a 9-4 vote along party lines. The bill has already passed the Texas Senate, in a 25-5 vote on March 6. SB 21 would establish the “Texas Strategic Bitcoin Reserve,” controlled by the state’s comptroller — currently Glenn Hegar — who would be permitted to invest in digital assets that have obtained a market cap of at least $500 billion over the last twelve months, which would currently only include Bitcoin (BTC). Source: Pierre Rochard Republican Senator Charles Schwertner initially introduced SB 21 …

Bitcoin has reclaimed $98,000 for the first time in almost three months after the US Federal Reserve said it would keep interest rates the same for another month. The Fed’s decision to keep interest rates unchanged comes despite mounting pressure from US President Donald Trump, who just weeks ago threatened to fire Fed chair Jerome Powell for being “too late” in cutting rates. Fed cites higher unemployment, inflation risk Powell said on May 7 that the Federal Reserve rate-setting committee held rates in the 4.25% to 4.50% range due to the rising risks of higher unemployment and higher inflation. He added inflation has “come down a great deal but has been running above our 2% longer objective.” Powell said surveys in households and businesses showed a “sharp decline in sentiment” mainly due…

Nasdaq-listed Bitcoin mining firm Core Scientific Inc. posted a net profit of $580 million with its first quarter results, but missed analyst revenue estimates after a drop in its mining profits. Core Scientific’s Q1 2025 results, shared on May 7, saw it more than double its $210 million net income from the year-ago quarter, while its total revenue reached $79.5 million, missing Zacks analysts' estimates by 8.11%, and falling from its $179.3 million in revenues for Q1 2024.  The firm’s primary source of revenue came from $67.2 million in self-mining revenue, $3.8 million in hosted mining revenue, and $8.6 million in colocation, formerly listed as high-performance computing (HPC) hosting. Source: Core Scientific Core Scientific said its drop in Bitcoin (BTC) mined and revenue was due to the…

Arizona Governor Katie Hobbs has signed a bill into law allowing the US state to keep unclaimed crypto and establish a “Bitcoin Reserve Fund” that won’t use any taxpayer money or state funds. Hobbs signed House Bill 2749 into law on May 7, which allows Arizona to claim ownership of abandoned digital assets if the owner fails to respond to communications within three years. The state’s custodians can stake the crypto to earn rewards or receive airdrops, which can then be deposited into what Arizona has called a Bitcoin and Digital Asset Reserve Fund. “This law ensures Arizona doesn’t leave value sitting on the table and puts us in a position to lead the country in how we secure, manage, and ultimately benefit from abandoned digital currency,” the bill’s sponsor, Jeff Weninger, said in a May…

Binance founder and convicted felon Changpeng Zhao says that he applied for a pardon from US President Donald Trump shortly after denying reports that he was seeking one. Zhao, also known as CZ, said on a Farokh Radio podcast episode aired May 6 that he “wouldn’t mind” a pardon and that his lawyers have already filed the paperwork on his behalf “I got lawyers applying,” Zhao said, adding that he submitted the request after Bloomberg and The Wall Street Journal reported in March that he was seeking a pardon from Trump amid discussions of a business deal between the Trump family and Binance.US. Zhao denied the reports at the time, but said on the podcast that he thought “if they’re writing this article, I may as well just officially apply.” He added that Trump’s pardon of three BitMEX founde…

District Judge Analisa Torres ordered Ripple to pay the SEC a $125 million fine last year. Under the new settlement agreement, Ripple will get the majority of that money back.  ( 25 min )

The co-founder of Vana is building data DAOs and decentralized marketplaces to create an ecosystem of user-owned data. She will give the keynote at the AI Summit at Consensus May 16.  ( 32 min )

The crypto exchange cited a drop in crypto prices as a result of U.S. President Donald Trump’s tariff policy and macroeconomic uncertainty as the reason behind the weak quarter.  ( 25 min )

The acquisition makes Coinbase the largest crypto derivatives platform and a credible rival to Binance.  ( 25 min )

The tech giant reportedly also hired a vice president of product with crypto experience to help with the stablecoin efforts.  ( 25 min )

Mashinsky pled guilty to securities and commodities fraud charges last December.  ( 24 min )

Last-minute Democrat objections led to a failed vote to move into debate on a top crypto industry legislative priority to regulate dollar-based tokens.  ( 29 min )

Spot bitcoin ETF net inflows totaled over $4 billion in the last three weeks, when adjusted for hedge fund basis trades, the bank said.  ( 25 min )

The price has jumped 33% in a few weeks after plunging to $75,000 in the days following President Trump's early April Liberation Day tariff announcement.  ( 25 min )

Once-allied Democrats continue to drag their heels on the first big crypto bill, leaving a key vote in doubt as GOP Majority Leader Thune calls for action.  ( 29 min )

Tokenization turns real-world assets into blockchain tokens, boosting efficiency, liquidity and accessibility. Learn about why Ethereum is the current leader in this space.  ( 29 min )

ETH, BCH and top memecoins are flashing bullish chart patterns.  ( 25 min )

The market-maker, investor and asset manager aims to be a “one-stop shop for market participants,” says its Chief Strategy Officer. Riezman is a speaker at Consensus 2025 May 14-16.  ( 29 min )

The company's "Opening Bell" platform lets SEC-registered shares trade on-chain, bridging crypto and public equity markets.  ( 24 min )

The current draft of the GENIUS Act elevates centralized entities in overseeing stablecoins. Democrats should take the right stand against it, says Hermine Wong.  ( 30 min )

The deal includes $700 million in cash and 11 million shares of Coinbase Class A common stock.  ( 25 min )

Delayed rate cuts could be more aggressive when they happen, the investment bank said.  ( 24 min )

Stripe has launched a new money management service powered by stablecoins  ( 23 min )

Sui (SUI) jumped 16.4% and Bitcoin Cash (BCH) gained 15.6%, leading the index higher.  ( 22 min )

Seven millions tokens have been launched in pump.fun since its inception in 2024.  ( 25 min )

Undervaluation signals have previously preceded ETH rallies, but surging supply, flat demand, and weakened burn mechanics complicate the outlook.  ( 27 min )

The move comes as blockchain infrastructure builders compete to draw in developers and expand their orbits.  ( 27 min )

Your day-ahead look for May 8, 2025  ( 37 min )

The firm has received in-principle approval from the Financial Services Regulatory Authority (FSRA) of ADGM.  ( 25 min )

Analysts say they expect a 100 basis-point cut in 2025, with easing likely to start after July.  ( 27 min )

Changpeng Zhao submitted the request weeks ago, citing media reports and after pardons other influential figures in the crypto space were pardoned.  ( 24 min )

The former BitMEX CEO says the U.S. Treasury, not the Federal Reserve, is driving global liquidity.  ( 26 min )

Several factors suggest the $100K breakout may not be a smooth ride.  ( 25 min )

Favorable tariff decisions can ease concerns around mounting costs, which may impede appetite for investing in risk assets.  ( 25 min )

Preparing for an iOS developer interview can be a daunting task, especially when you're trying to master both conceptual questions and practical coding challenges. Whether you're just starting your iOS development journey or gearing up for your next ...  ( 4 min )

Arrow functions were introduced in PHP 7.4 to allow devs to write short, anonymous functions. They offer a compact alternative to traditional closures, especially when the function body is small and focused. In this article, you will learn how to use...  ( 7 min )

Generative AI is revolutionizing how we create, learn, and interact with digital content. From intelligent chatbots and personalized language tutors to realistic image generation and interactive story engines, the applications are endless. We just pu...  ( 5 min )

In a previous article, I gave a brief introduction to React. This tutorial introduces an alternative approach to building a component-based frontend. It covers the fundamentals of Web Components to build modular, reusable elements for your web applic...  ( 7 min )

Perodua has pulled the covers off the latest iteration of its Electric Motion Online (EMO) EV concept at the Malaysia Autoshow 2025 (MAS 2025), held at MAEPS Serdang. This is the third showing in the series following the miniature eMO-II from KLIMS last year, and it’s shaping up to be the last stop before the […] The post Perodua Showcases Latest EMO EV Concept At MAS 2025 appeared first on Lowyat.NET.  ( 18 min )

Synology announced two new DiskStation Network-attached Storage (NAS) models today. The two models are the DS1825+ and DS1525+, and both have been released less than a month after the launch of the DS925+. The DS1825+ is the largest of the two, featuring an 8-bay expansion unit with support of up to 360TB of raw storage. […] The post Synology Launches DiskStation DS1825+ And DS1525+ appeared first on Lowyat.NET.  ( 15 min )

Samsung is officially introducing the latest addition to its Galaxy S25 family, the Galaxy S25 Edge, during a virtual event on 13 May 2025 at 9AM KST, or 8AM here in Malaysia. The blog post announcing the smartphone’s launch date keeps details on the device scarce, although much has already been speculated about the phone. […] The post Samsung Galaxy S25 Edge To Launch On 13 May appeared first on Lowyat.NET.  ( 16 min )

Leakster @evleaks posted a series of pictures on X of what is apparently the OPPO Reno14. The renders somewhat support a previous leak which indicated that the phone will have a triple-camera setup at its back. The post also displays the various colours the device could be made available in, which are white, black, and […] The post OPPO Reno14 Series Renders Leak; Base, Pro Models Identical appeared first on Lowyat.NET.  ( 15 min )

Sonos and IKEA are callling it quits. The audio brand confirmed to several news outlets that, in conjunction with the ending of its relationship with the furniture brand, it is ceasing the production of its Symfonisk lineup, and that all current inventory will be phased out globally. “Over the past eight years, we’ve had the […] The post Sonos And IKEA Are Ending Their Partnership appeared first on Lowyat.NET.  ( 16 min )

Spotify announced that it is rolling out an update that benefits free and paying users alike. Naturally the latter category will be getting more additions, but free users are by no means getting the short end of the stick here, as the update essentially brings with it better playlist management. For its app, Spotify says […] The post Spotify Rolls Out App Update For Better Playlist Management appeared first on Lowyat.NET.  ( 16 min )

Jetour has unveiled two upcoming SUVs for the Malaysian market at MAS 2025 today. The first being the T2 off-roader with a PHEV powertrain option, while the second is the all-electric eVT5.  The Jetour T2 offers rugged styling and solid off-road credentials. Its upright proportions and wide stance give it the presence of a traditional […] The post Jetour Previews T2 And eVT5 SUVs At MAS 2025 appeared first on Lowyat.NET.  ( 18 min )

According to a spokeswoman for the US Department of Commerce, the Trump administration is planning to rescind and modify a Biden-era rule concerning the export of AI chips. The regulation, known as the Framework for Artificial Intelligence Diffusion, was geared to restrict exports of AI chips to secure advanced computing power for the US and […] The post Trump Administration To Replace Biden-Era AI Chip Rule appeared first on Lowyat.NET.  ( 15 min )

Chinese automaker Zeekr has previewed its 7X today at the Malaysia Auto Show 2025. The SUV comes in three variants for the local market: RWD Standard, RWD Long Range, and AWD Performance. The official price of the Zeekr 7X has yet to be revealed by the company. However, there is an indicative price for the […] The post Zeekr 7X Previewed At MAS 2025; Starts From RM182,000 For First 500 Buyers appeared first on Lowyat.NET.  ( 17 min )

The first locally assembled Audi Q7 S Line SUV has officially launched in Malaysia today at the Malaysia Autoshow 2025. The car is manufactured at the Volkswagen Group Malaysia’s assembly plant in Pekan, Pahang – the only Audi production facility in the Southeast Asia region. To recap, the Audi Q7 S Line is powered by […] The post Audi Q7 S Line Mild-Hybrid SUV Launches In Malaysia; Starts At RM459,990 appeared first on Lowyat.NET.  ( 17 min )

The teaser for what is presumed to be the DJI Mavic 4 was published pretty recently. But it took nearly no time at all for an online store to list the drone as part of its inventory. The listing looks to have since been pulled, but not before details have been gleamed from them by […] The post DJI Mavic 4 Specs Appear Online Shortly After Official Teaser appeared first on Lowyat.NET.  ( 17 min )

Apple is reportedly entertaining the idea of adding AI Assistants and search engines to its Safari browser. This is a big move, and one that could potentially undermine Google’s dominance in the field. Word of Apple’s AI-driven intentions was made known by Eddy Cue,Sneior Vice President of Services at Apple, during his testimony in the […] The post Apple Reportedly Exploring Idea Of AI-Powered Safari Browser appeared first on Lowyat.NET.  ( 16 min )

Following the launch of its flagship gaming tablet, Lenovo has quietly listed a new tablet at an affordable price point called the Tab One. Also known as the Tab K9 in some regions, the budget device features a compact design with basic specs and Android 15. Weighing only 320g, the Tab One sports an 8.7-inch […] The post Lenovo Quietly Launches Tab One; Priced At RM489 appeared first on Lowyat.NET.  ( 15 min )

Proton has officially unveiled its second electric vehicle, the e.MAS 5, at the Malaysia Autoshow 2025 today. Although still clad in camouflage, the model is revealed to be a compact hatchback. Like its larger sibling, the e.MAS 7, Proton’s second EV is based on an existing Geely model which, in this case, the Geely Star […] The post Proton Officially Unveils Its e.MAS 5 Hatchback EV At MAS 2025 appeared first on Lowyat.NET.  ( 16 min )

Bowers & Wilkins‘ parent company, Masimo, announced that it is selling its audio business division to Samsung subsidiary Harman International. The deal is for US$350 million (~RM1.49 billion) in cash and will add several more audio brands under the latter’s audio umbrella. Specifically, the deal will see Masimo handing over Bowers & Wilkins, Denon, Polk […] The post Harman To Acquire Bowers & Wilkins, Denon, And Polk Audio For US$350 Million appeared first on Lowyat.NET.  ( 15 min )

Last month, Xiaomi quietly introduced a new budget smartphone in Vietnam called the Redmi 13x. Now, the phone is heading to the Malaysian market and ahead of an official announcement from the brand, local retailers have already started listing the phone up for sale. According to the retailers, the Redmi 13x will retail in Malaysia […] The post Redmi 13x To Soon Hit The Shelves In Malaysia appeared first on Lowyat.NET.  ( 15 min )

Since the earliest reveals of Assassin’s Creed Shadows to way after the game launched, there have been plenty of talk about the choice of the two playable characters. As is the way of the internet, there’s more meaningless political chatter than actual criticism. Among them though, the choice of Yasuke being one of the playable […] The post Assassin’s Creed Shadows Review: Outsider Contrivance appeared first on Lowyat.NET.  ( 30 min )

TNG Digital has announced that its e-wallet platform, TNG eWallet, now enables international tourists to sign up for an account and make cashless transactions. This allows foreigners to easily make QR payments to local vendors and even reload their enhanced Touch ‘n Go cards. To sign up for the e-wallet as a foreigner, you only […] The post TNG eWallet Now Allows Tourists To Register And Use QR Payments In Malaysia appeared first on Lowyat.NET.  ( 16 min )

After teasing the launch of its GT 7 series of smartphones in Malaysia, realme has unveiled the GT 10,000mAh, a prototype smartphone with a massive battery. As its name suggests, the concept phone packs a 10,000mAh battery and is designed to address users’ battery woes. The prototype features a slim body that is less than […] The post realme Introduces 10,000mAh Concept Phone appeared first on Lowyat.NET.  ( 15 min )

Tune Talk and Foodpanda have announced that subscribers to the former’s Epik 50+ Plan will also be getting the latter’s PandaPro subscription bundled in at no extra cost. Despite the announcement, the companies say that the bundle promo started back in April. In case you missed it, Tune Talk replaced its previous Epik packages with […] The post Tune Talk Epik 50+ Plan Gets Bundled With PandaPro Subscription appeared first on Lowyat.NET.  ( 16 min )

This one seems to have quietly flown under the radar. As it turns out, Dyson’s customisable OnTrac headphones have finally launched in Malaysia. According to staff at the brand’s experience store in The Gardens Mall, the headphones were released locally quite recently – albeit without much fanfare. In case you missed the initial announcement, here’s […] The post Dyson’s Customisable OnTrac Headphones Quietly Launches In Malaysia appeared first on Lowyat.NET.  ( 16 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. How to build a better AI benchmark It’s not easy being one of Silicon Valley’s favorite benchmarks.  SWE-Bench (pronounced “swee bench”) launched in November 2024 as a way to evaluate an AI model’s…  ( 21 min )

At roughly midday on Monday, April 28, the lights went out in Spain. The grid blackout, which extended into parts of Portugal and France, affected tens of millions of people—flights were grounded, cell networks went down, and businesses closed for the day. Over a week later, officials still aren’t entirely sure what happened, but some…  ( 21 min )

It’s not easy being one of Silicon Valley’s favorite benchmarks.  SWE-Bench (pronounced “swee bench”) launched in November 2024 to evaluate an AI model’s coding skill, using more than 2,000 real-world programming problems pulled from the public GitHub repositories of 12 different Python-based projects.  In the months since then, it’s quickly become one of the most…  ( 33 min )

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Native - HTML markup - where your server configures the component The Stimulus controller subclass - where messages are passed between web and native The native component - where Swift generates the UI and interacts with native APIs Build new bridge: Add the HTML markup use double dashes -- when referencing Stimulus controller --> allows us to namespace our bridge component controllers under the bridge/ directory, keeping them separate from traditional Stimulus controllers. Create a Stimulus controller Create a native component Respond to Button Taps send() to pass a message to native code. To pass a message _from _ native code to the web we have reply(to:).  ( 2 min )

Introduction Are you encountering the ‘Cannot find GeneratedPluginRegistrant in scope’ error while deploying your Flutter project? This issue often surfaces during the Xcode build process, particularly after making updates to packages in the pubspec.yaml file. In this article, we'll explore why this error occurs and provide you with step-by-step solutions to resolve it so that your Flutter app can be deployed without issues. Why Does the Error Occur? The error ‘Cannot find GeneratedPluginRegistrant in scope’ typically means that your Xcode project is unable to locate the GeneratedPluginRegistrant.swift file. This file is generated automatically whenever Flutter packages are added or updated in your project. When using plugins from packages like awesome_notifications, you might update depen…  ( 4 min )

Static method is a method bound to class and not the object of class. To define static method we will use @staticmethod decorator. Explanation: If you want somebody not to access specific function through object you can do it by applying the @staticmethod. And do not pass 'self' because it will create connection with other attribute. But if you seen closely general_description is accessible through object and class also. So the question arises does this statement defy us. Well answer is, Yes, it does. Here is analogy: You will kept your screwdriver, hammer or nickel in toolbox, so that somebody want to access it he/she will look for toolbox. If you travel through airplane doesn't which model of airplane you travel the manual of that plane will remain same like how to tie seatbelt. Same as goes for static method you just access static method function through class not by object and it doesn't defy its meaning. OOPs concept is philosophical you follow the rule so that you can have strategy how write code effectively.  ( 3 min )

Why do we limit AI to just note-takers in meetings? Sure, summarization is useful, but there's so much more AI could do to improve our discussions. What if AI could help surface those important questions that often get missed? Or guide teams to explore angles they haven't considered? That's where the real value lies - improving the conversation, not just documenting it. It's simple really - teams don't need another tool for meeting minutes. They need help having better conversations that lead to clearer decisions. The future of meeting AI isn't in better note-taking. It's helping teams have discussions that matter. What would be your ideal implementation of AI in meetings?  ( 3 min )

Integrating AI Capabilities with Spring Boot: A2A and MCP Protocols Code for this article is available here The Agent-to-Agent (A2A) protocol, developed by Google, enables seamless communication between AI agents and services. It provides a standardized way for AI agents to discover, understand, and interact with various service capabilities. By implementing A2A, your Spring Boot applications become AI-ready, allowing AI agents to naturally interact with your services. MCP (Model Context Protocol) is Anthropic's specification for enabling structured interactions between AI models and external tools/services. It provides a standardized way to define tool interfaces that can be called by AI models, making services discoverable and executable in a controlled manner. This protocol is particu…  ( 5 min )

Introduction When styling buttons with CSS, achieving a seamless hover effect is crucial for a great user experience. The problem arises when you have a hover effect that causes a noticeable flicker when you release the mouse button. This occurs because the button transitions back to its default state before returning to the hover state, creating an undesirable visual effect. In this article, we'll explore why this flicker happens and provide a solution to prevent it. Why Does the Flicker Happen? The flickering effect you noticed is common when using CSS transitions for hover states. Here's a breakdown of what occurs: Cursor Change: When you hover over the button, your cursor changes to a pointer, indicating it's clickable. When you click and hold the button, the cursor remains as a pointe…  ( 4 min )

Mobile UI (User Interface) design plays a critical role in the success of any mobile application. A well-designed UI enhances usability, accessibility, and the overall user experience. In this blog post, we'll explore the essentials of mobile UI design and how developers and designers can collaborate to build intuitive and visually pleasing apps. What is Mobile UI Design? Mobile UI design is the process of designing graphical and interactive elements of a mobile application, such as buttons, icons, typography, navigation, and layout. The goal is to ensure users can easily interact with the app and achieve their goals without confusion or frustration. Principles of Good Mobile UI Design Simplicity: Keep the interface clean and uncluttered to avoid overwhelming users. Consistency: Maintain u…  ( 3 min )

In today's tech-driven world, digital marketing is no longer just about catchy ads and engaging posts—it's about smart, automated, data-driven applications. Whether you're a developer building a marketing automation platform or a digital marketer looking to leverage tech, understanding how to program marketing applications is a game changer. What Is Digital Marketing Application Programming? Digital Marketing Application Programming refers to the development of tools, systems, and scripts that help automate, optimize, and analyze digital marketing efforts. These applications can handle tasks like SEO analysis, social media automation, email campaigns, customer segmentation, and performance tracking. Key Areas of Digital Marketing Applications Email Marketing Automation: Schedule and person…  ( 3 min )

Artificial Intelligence (AI) in gaming plays a crucial role in creating engaging, dynamic, and realistic experiences for players. From non-player character (NPC) behavior to procedural content generation, game AI programming encompasses various techniques and approaches to make games more immersive. In this post, we will explore the fundamentals of game AI programming and the techniques that developers can use to enhance gameplay. What is Game AI? Game AI refers to the techniques and algorithms used to create the illusion of intelligence in non-player characters and other game systems. It allows these entities to react to player actions, adapt to changing environments, and provide challenges, making the game experience richer and more enjoyable. Key Concepts in Game AI Pathfinding: Algorit…  ( 4 min )

The rise of digital technology has transformed the way we create, consume, and interact with music and audio. Developing audio and music applications requires a blend of creativity, technical skills, and an understanding of audio processing. In this post, we’ll explore the fundamentals of audio application development and the tools available to bring your ideas to life. What is Audio and Music Application Development? Audio and music application development involves creating software that allows users to play, record, edit, or manipulate sound. These applications can range from simple music players to complex digital audio workstations (DAWs) and audio editing tools. Common Use Cases for Audio Applications Music streaming services (e.g., Spotify, Apple Music) Audio recording and editing so…  ( 4 min )

C# 13 introduces a highly specialized but impactful feature: OverloadResolutionPriorityAttribute, which allows library authors to guide the compiler in selecting the preferred method overload — especially during API evolution. This attribute enables you to: Add new, optimized overloads without breaking existing code Encourage usage of improved APIs on recompile Avoid overload ambiguity at compile time Let’s walk through how this works, when to use it, and how to avoid introducing confusion. When adding a new overload to a public API, especially one that overlaps in parameter shape, you risk: Ambiguous method calls at compile time Breaking source compatibility Preventing older consumers from upgrading The goal: let old code keep working, but prefer the new overload on recompilation. C# 13 r…  ( 4 min )

In today's digital age, writing secure code is no longer optional—it's a necessity. Whether you're building a simple website or a complex enterprise system, insecure code can open the door to data breaches, service disruptions, and damaged reputations. In this post, we'll explore the essentials of secure coding and how to make it a part of your development workflow. Why Secure Coding Matters Protects sensitive user data (passwords, financial info, personal details) Reduces the risk of cyberattacks (SQL injection, XSS, CSRF) Complies with legal and regulatory requirements (GDPR, HIPAA, PCI-DSS) Builds user trust and enhances your product's reliability Top Secure Coding Practices Validate All Input: Sanitize and validate user inputs to prevent injection attacks. Use Parameterized Queries: Pr…  ( 3 min )

Text processing is one of the oldest and most essential domains in software development. From simple word counting to complex natural language processing (NLP), developers can build powerful tools that manipulate, analyze, and transform text data in countless ways. What is Text Processing? Text processing refers to the manipulation or analysis of text using software. It includes operations such as searching, editing, formatting, summarizing, converting, or interpreting text. Common Use Cases Spell checking and grammar correction Search engines and keyword extraction Text-to-speech and speech-to-text conversion Chatbots and virtual assistants Document formatting or generation Sentiment analysis and opinion mining Popular Programming Languages for Text Processing Python: With libraries like …  ( 3 min )

In today’s fast-paced world, automation programming is a vital skill for developers, IT professionals, and even hobbyists. Whether it's automating file management, data scraping, or repetitive tasks, automation saves time, reduces errors, and boosts productivity. This post covers the basics to get you started in automation programming. What is Automation Programming? Automation programming involves writing scripts or software that perform tasks without manual intervention. It’s widely used in system administration, web testing, data processing, DevOps, and more. Benefits of Automation Efficiency: Complete tasks faster than doing them manually. Accuracy: Reduce the chances of human error. Scalability: Automate tasks at scale (e.g., managing hundreds of files or websites). Consistency: Ensur…  ( 3 min )

When working on Rust projects that leverage multiple external crates, how to handle error types efficiently can become a tangled mess, especially when you are dealing with various Result types like Result and Result. The orphan rule in Rust restricts you from implementing conversions like impl From for BarError across distinct crates, leading to cluttered code due to multiple map_err calls. Understanding the Problem In Rust, error handling is often a source of complexity when integrating external crates, particularly when each crate has its own error type. When you have to return a unified error type, like tonic::Status in this case, you may find yourself writing numerous utility functions to map errors from individual crates to a common error type. The…  ( 4 min )

Geographic Information Systems (GIS) have revolutionized the way we interact with spatial data. From city planning to environmental monitoring and logistics, GIS is a powerful tool that combines maps with data for smarter decision-making. In this post, we'll explore what GIS is, the technologies involved, and how to get started with GIS application development. What is GIS? GIS stands for Geographic Information Systems, which are tools and systems used to capture, store, analyze, manage, and visualize spatial or geographic data. These systems are essential for analyzing patterns, relationships, and geographic trends across various fields. Applications of GIS Urban Planning: Design infrastructure based on population density and land usage data. Environmental Monitoring: Track climate change…  ( 4 min )

Educational robotics programming is one of the most engaging and practical ways to teach students essential 21st-century skills such as problem-solving, critical thinking, coding, and teamwork. Through the creation and programming of robots, learners of all ages can experience hands-on STEM education in a fun and interactive environment. What is Educational Robotics? Educational robotics involves designing, building, and programming robots to perform specific tasks. These robots can be as simple as Lego Mindstorms kits or as advanced as Raspberry Pi-powered bots. The goal is to teach foundational concepts in computer science, electronics, and mechanical engineering through real-world applications. Benefits of Robotics Programming for Education Hands-On Learning: Students apply theoretical …  ( 3 min )

As digital education becomes more widespread, developing e-learning platforms has become a crucial area of software development. Whether you're building a learning management system (LMS) for schools, corporate training, or independent courses, this post covers the key components, technologies, and best practices for creating a successful e-learning platform. Key Features of an E-learning Platform User Registration & Profiles: Allow students and instructors to create and manage their profiles. Course Management: Instructors can create, edit, and organize courses with modules and lessons. Multimedia Support: Enable video, audio, PDFs, and interactive quizzes. Progress Tracking: Show users their progress and allow instructors to monitor performance. Certificates: Offer completion certificate…  ( 3 min )

Test-Driven Development (TDD) is a software development approach where you write tests before writing the actual code. It may sound counterintuitive at first, but TDD can significantly improve code quality, maintainability, and confidence in your software. This post introduces the TDD process, benefits, and how to start applying it effectively in your projects. What is TDD? TDD is a development methodology where tests are written to define desired behavior before implementing the functionality. It follows a short and repetitive development cycle: The TDD Cycle Write a Test: Write a test that describes the expected behavior of a feature. Run the Test: The test should fail because the feature doesn't exist yet. Write the Code: Write just enough code to make the test pass. Run the Test Again:…  ( 3 min )

Design patterns are reusable solutions to common software design problems. Whether you're a beginner or an experienced developer, learning design patterns can greatly improve your ability to write clean, scalable, and maintainable code. This post introduces the concept of design patterns, why they're important, and how you can start using them effectively in your projects. What Are Design Patterns? A design pattern is a proven way to solve a specific problem in software design. These patterns are not code snippets but templates or best practices that guide developers in structuring their programs. Why Use Design Patterns? Code Reusability: Promotes the use of reusable solutions. Scalability: Makes it easier to scale applications. Maintainability: Leads to cleaner and more organized code. T…  ( 3 min )

Financial technology (FinTech) has revolutionized how we manage money, invest, and perform banking operations. For developers, programming financial and banking applications involves a unique set of skills, tools, and compliance considerations. This post explores the essential concepts and technologies behind building secure and robust financial applications. Types of Financial Applications Banking Apps: Enable account management, transfers, and payments. Investment Platforms: Allow users to trade stocks, ETFs, and cryptocurrencies. Budgeting & Expense Trackers: Help users monitor spending and savings. Loan Management Systems: Handle loan applications, payments, and interest calculations. Payment Gateways: Facilitate secure online transactions (e.g., Stripe, PayPal). Key Features of Financ…  ( 3 min )

Medical and health software development is a rapidly growing field that blends technology with healthcare to improve patient outcomes, optimize hospital systems, and enhance access to medical services. This post introduces the key concepts, technologies, and challenges involved in developing health-based applications. What Is Medical Software? Medical software refers to any application that is designed for use in diagnosing, treating, monitoring, or managing health conditions. Examples include: Electronic Health Records (EHR) Systems Telemedicine Platforms Patient Monitoring Systems Mental Health Apps Diagnostic and Imaging Tools Mobile Health (mHealth) Applications Key Features of Medical Software Data Security: Protection of patient data is critical (HIPAA, GDPR). Interoperability: Integ…  ( 3 min )

Data analysis and visualization are crucial skills in today’s data-driven world. With programming, we can extract insights, uncover patterns, and present data in a meaningful way. This post explores how developers and analysts can use programming techniques to analyze and visualize data efficiently. Why Data Analysis and Visualization Matter Better Decisions: Informed decisions are backed by data and its interpretation. Communication: Visualizations make complex data more accessible and engaging. Pattern Recognition: Analysis helps discover trends, anomalies, and correlations. Performance Tracking: Measure progress and identify areas for improvement. Popular Programming Languages for Data Analysis Python: Rich in libraries like Pandas, NumPy, Matplotlib, Seaborn, and Plotly. R: Designed sp…  ( 3 min )

Ask any developer who’s used Rust what made the experience special. But dig a little deeper, and something else almost always comes up: Cargo. Rust’s package manager and build tool isn’t just “nice to have.” Now imagine Rust without it: No standard project layout. No dependency management. No easy testing or publishing. No cargo build, cargo test, or cargo run. Just a complex, opinionated systems language... with zero guidance or tooling. It would be a beautiful disaster—full of promise, but hard to harness. Shell is ancient, universal, and indispensable. Despite its power, shell scripting is stuck in the dark ages: Scripts are ad-hoc and fragile. Logic is duplicated everywhere. There's no clear way to structure or modularize projects. Reuse? Testing? Versioning? Almost nonexistent. It’s l…  ( 4 min )

Web development is no longer about just static pages. Users now expect responsive, real-time, and engaging experiences. In this post, we’ll explore how to develop interactive web applications that provide dynamic content and respond to user input instantly. What is an Interactive Web Application? An interactive web app is a website that responds to user actions in real time without needing to reload the entire page. Examples include: Live chats Form validations Dynamic dashboards Online games and quizzes Social media feeds and comment systems Key Technologies for Interactivity HTML & CSS: Structure and style your app. JavaScript: The core language for interactivity. Frontend Frameworks: React, Vue.js, or Angular for building dynamic UIs. AJAX & Fetch API: Load data without page reloads. We…  ( 3 min )

Managing a programming project—whether you're working solo or with a team—requires more than just writing code. Good project management ensures that you meet deadlines, maintain code quality, and deliver value to users or clients. In this post, we'll explore the key principles and tools to help you manage software projects effectively. Why Project Management Matters in Programming Improves efficiency: Plan work, avoid bottlenecks, and reduce wasted effort. Delivers on time: Stay on schedule with milestones and deadlines. Enhances communication: Keep your team (or clients) aligned and informed. Maintains quality: Use consistent coding standards, testing, and reviews. 1. Define the Project Scope Start by identifying what the project is supposed to do. Ask questions like: What problem does th…  ( 4 min )

You’ve built a great app, website, or tool—but what’s next? As a programmer, learning digital marketing can help you reach more users, grow your brand, and even monetize your work. In this post, we’ll explore essential digital marketing strategies tailored for developers and tech entrepreneurs. Why Programmers Should Learn Digital Marketing Gain Visibility: Ensure people discover and use your product. Monetize Projects: Turn side projects into profitable ventures. Build a Personal Brand: Showcase your skills and expertise. Attract Opportunities: Networking, clients, job offers, and collaborations. 1. Know Your Audience Start by defining your ideal users. Are they developers, students, small businesses, or general consumers? Understanding their needs will help you tailor your messaging and …  ( 4 min )

ref and unsafe in Async and Iterator Methods — Unlocking Span in C# 13 Starting in C# 13, the language lifts one of its long-standing restrictions: the inability to use ref struct types, ref variables, or unsafe contexts in iterator (yield) or async methods. This evolution is critical for developers working with performance-sensitive data, particularly through types like: System.Span System.ReadOnlySpan Custom ref struct types Let’s dive deep into what this change allows, what restrictions remain, and how it helps you write better, faster, and safer C# code. ref in async or yield Before C# 13, you couldn’t declare or use: ref locals or ref struct variables in async methods ref locals or ref struct variables in iterator methods unsafe code blocks inside iterator methods This ma…  ( 4 min )

Augmented Reality (AR) and Virtual Reality (VR) are transforming the way we interact with digital content. From immersive games to educational simulations and training environments, AR/VR technologies provide dynamic user experiences that bridge the physical and virtual worlds. In this guide, we’ll explore how to start building AR and VR applications and what tools you need. What is AR and VR? Augmented Reality (AR): Enhances the real world by overlaying digital content through devices like smartphones or AR glasses. Virtual Reality (VR): Immerses the user in a completely virtual environment, often using headsets like Oculus Rift, HTC Vive, or Meta Quest. Popular Platforms and Tools for AR/VR Development Unity: A powerful game engine with support for AR and VR development using C#. Unreal …  ( 4 min )

Data analysis is a critical skill in today’s data-driven world. Whether you're exploring business insights or conducting academic research, Python offers powerful tools for data manipulation, visualization, and reporting. In this post, we’ll walk through the essentials of data analysis using Python, and how you can begin analyzing real-world data effectively. Why Python for Data Analysis? Easy to Learn: Python has a simple and readable syntax. Rich Ecosystem: Extensive libraries like Pandas, NumPy, Matplotlib, and Seaborn. Community Support: A large, active community providing tutorials, tools, and resources. Scalability: Suitable for small scripts or large-scale machine learning pipelines. Essential Python Libraries for Data Analysis Pandas: Data manipulation and analysis using DataFrames…  ( 3 min )

Why splitting your codebase too early can quietly destroy your team’s velocity — and what to do instead. In a startup, your survival depends on how quickly you can iterate, ship features, and deliver value to end-users. This is where the foundational architecture of your startup plays a big role; additionally, things like your tech stack and choice of programming language directly affect your team’s velocity. The wrong architecture, especially premature microservices, can substantially hurt productivity and contribute to missed goals in delivering software. I've had this experience when working on greenfield projects for early-stage startups, where questionable decisions were made in terms of software architecture that led to half-finished services and brittle, over-engineered and broken l…  ( 14 min )

^ in Object Initializers The ^ operator (read as "from the end") has been part of C# since version 8, allowing developers to easily access elements from the end of collections: int last = myArray[^1]; // Last element However, until C# 13, you couldn’t use ^ inside object initializers. This restriction has now been lifted, giving developers more expressive and compact ways to initialize collections directly. Let’s explore how this change improves array initialization syntax and simplifies common patterns. Prior to C# 13: var countdown = new TimerRemaining(); countdown.buffer[^1] = 0; // Valid But you could not write: var countdown = new TimerRemaining { buffer = { [^1] = 0 } // ❌ Compiler error before C# 13 }; Now, this syntax is fully supported. ^ in Initializers public class…  ( 4 min )

In modern C#, method groups — collections of methods with the same name but different signatures — are frequently used in scenarios like: Passing methods as delegates LINQ projections Action, Func assignments Method references in event subscriptions C# 13+ introduces an important enhancement in how the compiler handles these method groups by optimizing the resolution of a natural type (i.e., an expected delegate type) for a method group. Let’s explore what changed, how it affects overload resolution, and what it means for you as a C# expert. A method group is a set of method overloads identified by a shared name: void Log(string message) { ... } void Log(string message, LogLevel level) { ... } Calling Log without parentheses creates a method group, which the compiler tries to match to…  ( 4 min )

Abstract Open source software underpins today’s digital innovation but faces ongoing challenges in sustaining development and community engagement. This post explores the evolution of open source funding—from early volunteer models to modern blockchain-enabled approaches—and examines key models like donations, corporate sponsorships, dual licensing, subscription services, and bounties. We detail the historical context, define critical financial backing terms, and explore practical use cases in blockchain, NFT marketplaces, and developer tools. Additionally, we review the challenges and limitations of current funding strategies and highlight future trends that include tokenization, smart contracts, and decentralized governance. This comprehensive analysis is designed for technical experts…  ( 9 min )

Recommendation systems have become a crucial feature in modern applications, helping users discover relevant content, products, or services. Whether it's suggesting movies, books, shopping items, or music, these systems enhance user experience and boost engagement. In this post, we'll explore how recommendation systems work, types of recommendation algorithms, and how you can start building your own. What is a Recommendation System? A recommendation system is a type of information filtering system that predicts user preferences and suggests items that users might like. These systems use data analysis and machine learning techniques to deliver personalized content. Types of Recommendation Systems Content-Based Filtering: Recommends items similar to what the user has liked before by analyzin…  ( 4 min )

Passion to Profit: Transform Your Favorite Hobby into a Money-Making Side Hustle Everyone has something they’re passionate about, whether it's baking exquisite desserts, painting stunning landscapes, or knitting cozy sweaters. Imagine turning these passions into a profitable side hustle that not only generates extra income but also adds joy to your life. Here's how you can do it. According to a 2021 survey by Bankrate, nearly half of working Americans report having a side hustle, with an average monthly income of $1,122. This figure suggests there is not only potential but also demand for skills and products born from personal passions. Extra Income: This goes without saying — side hustles can be a lucrative option to boost your financial status. Skill Enhancement: Working on your hobby …  ( 4 min )

Why this matters? The core essence of Computer Science at the lowest level is manipulating data through logical operations to perform calculations and every single CS related company in the world, is racing to do more of it, in a shorter amount of time. The challenge? Scale! As datasets grow linearly, the computational resources needed frequently grow exponentially or at least non-linearly. For example, many graph algorithms and machine learning operations scale as O(n²) or worse with data size. A seemingly modest 10x increase in data can suddenly demand 100x or 1000x more computation. This exponential scaling wall creates enormous technical and economic pressure on companies handling large datasets — forcing innovations in algorithms, hardware architectures, and distributed systems just…  ( 7 min )

When storing a segment of serialized data of uncertain length in a database, many people design the field as VARCHAR(2000) in the table schema. But if the length is uncertain, why not use the TEXT type instead? Some say: TEXT affects query performance. Is that really the reason? This article will explore that: TEXT is a variable-length data type in MySQL, including TINYTEXT, TEXT, MEDIUMTEXT, and LONGTEXT. They are typically used to store large amounts of textual data, with the following storage limits: TINYTEXT: 0 - 255 bytes TEXT: 0 - 65,535 bytes MEDIUMTEXT: 0 - 16,777,215 bytes LONGTEXT: 0 - 4,294,967,295 bytes Each BLOB or TEXT value is represented internally by a separately allocated object, whereas other data types have storage space allocated once per column when the table is opene…  ( 4 min )

Abstract This post examines how open source projects harness various funding methods to fuel economic growth. We discuss models such as corporate sponsorships, dual licensing, and crowdfunding, along with emerging trends like blockchain integration and NFT tokenization. Readers will gain insights into historical context, core features, practical applications, and future innovations in sustainable open source funding. We also provide SEO-driven keywords—open source, financial growth, blockchain, NFTs, sponsorship, crowdfunding, dual licensing, and community engagement—to ensure clarity and readability for both technical audiences and search engines. Open source projects have evolved from hobbyist efforts to key enablers of innovation across industries like blockchain and NFTs. As these pr…  ( 9 min )

If you're looking to insert multiple records into a MySQL database using PHP but finding that only one record gets inserted, you're not alone. This is a common issue that many developers face, especially when using a foreign key in the database schema. Understanding the Problem In your case, it seems that the data is being collected correctly, but there might be an issue with how you're managing the insertion into the database. When inserting multiple records, it's vital to ensure that you loop through your dataset properly and that your database insertions are correctly structured. Database Schema Considerations Before diving into the solution, let's clarify what we're trying to accomplish. You want to insert multiple records into mytable2, which should reference the primary key from myta…  ( 4 min )

Third-party AI developer tools often feel like playing the lottery - input your prompt and hope it works. Building your own tools gives you the control and visibility to transform unpredictable gambling into reliable engineering. This post was originally shared on https://qckfx.com/blog/the-ai-dev-tool-lottery-why-building-your-own-tool-beats-playing-the-odds In the rapidly evolving landscape of AI-powered developer tools, a frustrating pattern has emerged. You input your prompt, click submit, and find yourself crossing your fingers. Will it produce the code you need? Will it understand your problem correctly? Or will you need to try again and again, burning through your token budget while hoping for that winning ticket? We've all heard the stories about teams excited by new autonomous cod…  ( 5 min )

Introdução. wget é uma ferramenta de linha de comando usada para baixar arquivos da internet via HTTP, HTTPS ou FTP. Ele é muito útil para automatizar downloads ou para baixar arquivos em servidores sem interface gráfica. As principais características do wget são: Funciona diretamente no terminal. Pode baixar arquivos de uma URL específica. Suporta downloads recursivos, ou seja, pode baixar páginas e todos os arquivos relacionados. Permite retomar downloads interrompidos com a opção -c. Ideal para scripts automáticos de atualização ou backup. Veja abaixo as opções mais usadas do comando wget: O wget sem parâmetros, apenas baixa o arquivo: wget https://exemplo.com/arquivo.zip Utilize wget -O para baixar um arquivo e salvar com um nome diferente: wget -O novo_nome.zip https://exemplo.com/arq…  ( 3 min )

Invoker Commands API src What does that mean though? Basically we have a possibly growing amount of declarative HTML that can add interactivity, without javascript 🤯 If you're a old and kind of clever like me this might trigger happy memories of the Do you believe in love after love element HTML attributes commandfor command src and an example from MDN Show modal dialog Close Dialog Content So what's interesting about the above example, at least to me is it actually runs with javascript disabled!?! So only built in the browser commands will work, but I think this is cool. Really primitive elements that add a better UX to the user can now run in environments without javascript. Also this pattern has better Accessibility out of the box. You can also write your own custom js events and handlers... Creating custom commands ```Rotate left myImg.addEventListener("command", (event) => { I'm not 100% overall on how I feel about that though, maybe it helps lower level with creating interactive elements... Maybe it feels like too little too late, time will tell.  ( 3 min )

Introduction In Flutter, if you encounter the error message Please provide ShowCaseView context while using the ShowcaseView widget, you are not alone. I have read extensive documentation and community forums, including Stack Overflow, but still couldn't resolve this issue. This article will guide you through understanding why this happens and how to fix it effectively when integrating the showcaseview and persistent_bottom_nav_bar_v2 packages in Flutter. When you implement the ShowCaseWidget, it's essential to ensure that the context is correctly provided to the widget. Given a scenario where you want to showcase some features in a BottomNavigationBar, this error could pop up if the ShowCaseWidget isn't wrapped properly, or the context is not available at the calling point. Understanding …  ( 4 min )

Comprehensive Guide to Speech Recognition API for Voice Input in JavaScript Historical and Technical Context Evolution of Speech Recognition Technologies The journey of speech recognition technology started as early as the 1950s, predominantly focusing on isolated word recognition. Early systems, such as IBM's "Shoebox," recognized a mere 16 words. The evolution accelerated with the advent of hidden Markov models (HMM) in the 1980s, which allowed for continuous speech recognition. The 1990s saw the introduction of statistically based systems, leveraging vast amounts of data to improve accuracy. Fast forward to the 21st century, we witness the proliferation of deep learning techniques, particularly the use of recurrent neural networks (RNN) and convolutional neural n…  ( 6 min )

Abstract This post explores the convergence of crowdfunding for open source development and blockchain innovation. We dive into the history of open source funding, explain how blockchain solutions like smart contracts, tokenization, and decentralized ledgers are revolutionizing the space, and review real-world use cases such as EcoFabric and supply chain transparency. We also discuss challenges—ranging from technical complexity to regulatory uncertainties—and examine future trends like hybrid funding platforms and evolving tokenization models. By blending insights from industry experts and practical examples, this post provides a holistic understanding of how these technologies are reshaping the funding ecosystem for sustainable innovation. Open source software has long relied on communi…  ( 8 min )

.NET Aspire is the latest framework from Microsoft in the .NET ecosystem, adding to ASP.NET, Blazor, Entity Framework, MAUI, etc. Released in 2023, it was designed specifically for cloud-native and distributed applications and acts as an orchestrator for the entire application stack. It is opinionated, meaning it provides a set of conventions and best practices for how to build applications. If you adopt these opinions, Aspire makes the developer experience much smoother and more productive. Some of these key features include: Application modeling: Aspire allows you to model your application in C# code instead of using YAML or other configuration languages. Local development: It provides a seamless local development experience, allowing you to start and stop your entire application with a …  ( 7 min )

Check out this Pen I made!  ( 2 min )

No mundo das aplicações modernas, onde escalabilidade e portabilidade estão fortemente ligadas à arquitetura de containers — e, consequentemente, ao Kubernetes — garantir a segurança e a conformidade dos clusters tornou-se essencial. À medida que as suas aplicações crescem e os ambientes se tornam mais complexos, a necessidade de uma forma eficiente e flexível de aplicar políticas torna-se cada vez mais crítica. É nesse cenário que o Kyverno se destaca, emergindo como um aliado poderoso — e, para muitos, a solução perfeita — para orquestrar políticas dentro do ecossistema Kubernetes. Kyverno é uma ferramenta de política de código aberto para Kubernetes que permite definir, gerenciar e aplicar políticas operacionais e de segurança nos clusters. Ao contrário de outros mecanismos que exigem l…  ( 4 min )

Introduction: Revolutionizing Travel in the Heart of the Kingdom In a country where history and spirituality run deep, modern transportation is taking a bold step forward. The Haramain train is more than a fast-moving locomotive—it’s a symbol of progress, designed to connect the sacred cities of Makkah and Madinah while offering travelers a world-class experience. Whether you're a pilgrim, tourist, or local commuter, the Haramain High-Speed Railway redefines how people move across the western region of Saudi Arabia. Unlike traditional rail systems, the Haramain train is built for speed and comfort. Capable of reaching up to 300 km/h, the train dramatically reduces travel time between key destinations. Onboard, passengers enjoy spacious seating, climate control, Wi-Fi connectivity, and on…  ( 5 min )

Not long ago, “AI in SaaS” felt like a buzzword, a chatbot here, some automation there. But in 2025, it’s clear: I recently made a quick YouTube Short that summarizes this shift in just 60 seconds. But I wanted to share a bit more context with the dev.to community, because many of us are building this future. Here’s what’s really changing: AI handles what used to be the boring, manual work, form filling, task assignment, ticket tagging, report generation. Not only is it faster, but it actually lets teams focus on solving real problems. AI isn’t just reacting anymore, it’s learning. We’re seeing apps that adjust to each user: what they click, when they drop off, which features they ignore. AI then reshapes the experience in real time. Feels like magic (but it's models). Whether it’s predicting churn, forecasting demand, or recommending next steps, smart SaaS tools are becoming proactive. This gives users (and product teams) a serious advantage. At ClickIT, we’ve been working with startups and mid-size companies to integrate this kind of AI into their SaaS platforms. It’s wild how quickly things evolve once AI becomes part of your architecture, especially when the goal is to scale fast without losing control. Here’s the video I mentioned, just 60 seconds, made to spark ideas: How AI Is Revolutionizing SaaS in 2025 Are you already integrating AI into your product? If not ❌ — What’s holding you back? And if yes ✅ — What has surprised you the most? Would love to hear how other devs, founders, and engineers here are approaching the AI shift in SaaS.  ( 3 min )

Debugging TypeScript code in Node.js projects can sometimes lead to frustrating experiences, especially when working with multiple projects that have dependencies on each other. If you're encountering issues where VSCode's debugger steps into a temporary compiled JavaScript source instead of the original TypeScript files when debugging your project Foo, you've come to the right place. Let's address the common issues and provide you with clear solutions for setting up your debugging environment effectively. Understanding the Problem When you create a dependency between two Node.js projects, like Foo and Bar in this case, you might run into trouble with your breakpoints not being recognized. The debugger might often navigate through transpiled JavaScript files, making it challenging to debug…  ( 4 min )

Welcome to Day 23 of the 30 Days of Linux Challenge! Today we’re entering the world of automation using one of the most powerful tools available in the Red Hat ecosystem: Ansible. Ansible lets you automate repetitive tasks — like updating systems, installing packages, configuring files, and managing entire server fleets — using simple, human-readable YAML files. What is Ansible? Install Ansible on Red Hat Linux Configure Local Inventory Run Ad-Hoc Commands Write Your First Playbook Run the Playbook Try It Yourself Why This Matters Ansible is a declarative automation engine: Uses YAML playbooks Connects over SSH (agentless) Scales from single node to 1000s of systems Works perfectly with Red Hat Enterprise Linux, CentOS, Fedora, and more sudo subscription-manager repos --enable codeready-builder-for-rhel-9-x86_64-rpms Verify version: ansible --version Configure Local Inventory Create an inventory file: mkdir ~/ansible Add this to target your own machine: localhost ansible_connection=local Test connection: ansible localhost -m ping -i hosts Expected result: json List all users: ansible localhost -m command -a "whoami" -i hosts Install a package: ansible localhost -m dnf -a "name=htop state=present" -i hosts --become Write Your First Playbook Example playbook: yaml name: Basic Setup Playbook hosts: localhost become: true tasks: - name: Ensure NTP is installed dnf: name: chrony state: present - name: Start and enable NTP service service: name: chronyd state: started enabled: true ansible-playbook -i hosts setup.yml This will: Install htop and chrony Start and enable the chronyd time service 🧪 Practice tasks: Install another package using a playbook (e.g. git, tree) Use Ansible to start or restart a service Create a user with the user module Run an ad-hoc uptime or df -h check across multiple hosts With Ansible, you can: ✅ Eliminate repetitive manual tasks Whether you’re a sysadmin or DevOps engineer, Ansible is your command center for intelligent automation.  ( 4 min )

Why Every Programmer Needs a Non Computer Hobby 🎯 Mahdi Jazini ・ May 5 #lifestyle #productivity #programming #mentalhealth  ( 2 min )

🧠 40 System Design Questions That Could Land You a $150K Job in 2025 💰 Hadil Ben Abdallah for Final Round AI ・ May 5 #design #interview #programming #career  ( 2 min )

Você sabia que tanto Erlang como Elixir não possuem um operador de atribuição? message = "Hello World" Mais conhecido como Pattern Matching, esse mecanismo te permite fazer associações de valores através Na prática: iex> hello_world = "Hello World" iex> hello_world > "Hello World" iex> "Hello " world = "Hello World" iex> world > "World" Os 2 exemplos acima ilustram o funcionamento do casamento de padrões. No segundo exemplo a runtime irá tentar encontrar o valor "Hello " no valor do lado direito do operador, se esse valor for encontrado(deu match) world.d Quando essa assertiva não acontece, e o padrão não é encontrado, uma exception é gerada. iex> "Hellu " world = "Hello World" > ** (MatchError) no match of right hand side value: "Hello World" Essa é uma das minhas funcionalidade…  ( 5 min )

Swapping variables is one of the most basic procedures that are done in programming. The first approach -and usually the most used by far- is to swap using a third variable, commonly named temporal variable. I'm sure you have seen it already. void swap(int* a, int* b) { int temp = *b *b = *a *a = temp } Yeah, that's a lot of pointers for explaining a swap. Blame C, not me 😒. Either way the process is the same in all languages: The value of variable b is stored in a temporal variable The value of variable a is stored in b The value stored in the temporal variable is moved to a I don't think it is necessary to say that the same process can be done replacing a with b and b with a But what if I told you that there's a way to swap values without using extra memory for a third vari…  ( 5 min )

Docker or VMs for Your Homelab? Let’s Settle the Debate (Sort Of) Blurbify ・ Apr 23 #docker #virtualmachine #homelab #devops  ( 2 min )

When managing Python installations using tools like pyenv, it can sometimes be challenging to ensure that package managers like Homebrew respect the default Python version you’ve set. In this article, we will discuss how to make sure that brew install pipx respects your default Python version (in this case, 3.11.9) instead of automatically upgrading to a newer version, like 3.12. This is a common concern for developers who want stable environments for their applications. Understanding Pyenv and Homebrew pyenv is a popular tool for managing multiple Python versions on your machine without affecting the system’s default Python installation. By setting a Python version with pyenv global 3.11.9, you're informing the system to use Python 3.11.9 whenever a Python command is executed. However, wh…  ( 4 min )

Hello, fellow web dev If you’ve ever built a element in HTML, you know the pain: only plain, lifeless text shows up. It’s a UI crime, honestly. Not only does it look awful, but the user experience suffers as well. All you see is plain text and with icons or extra styling, users could scan options faster — but that’s not possible. And exactly this functionality is what developers have been asking for for decades. Boom, it’s finally here. We can customize our ! So let's have a look How it works How to style it Real world examples Browser support Join 300+ of web developers leveling up their skills with my weekly newsletter — and get your free CSS Selector Cheat Sheet to boost your coding skills! — If you wanted a rich dropdown — icons, HTML, maybe even interactive content — …  ( 4 min )

🎁 Exclusive Side Hustle Starter Kits (Grab These Now) Before you get into today’s article, here are two powerful resources to help you launch or level up your side hustle: 🎁 🚀 8 Side Hustle Blueprint Kits – $95 Value for $69! (Save 27% Today) 🎁 🚀 15 Side Hustle Kits for $69 (Was $150) – Save 54%! 👉 Perfect if you’re building a business on the side and need clear, actionable blueprints to shortcut the learning curve. And the Ultimate Vault - 🔥 113 Dev Products, 1 Download: Everything You Need to Learn, Build, and Launch Projects That Sell — Only 50 Downloads available. Let’s be real—Python’s standard library is solid. But sometimes you want to go a little rogue, mess around, and find new tools that do just enough weird stuff to make coding fun again. In this post, I’ll walk…  ( 6 min )

As the Head of Engineering at Bacancy, I have had the privilege of leading our cloud initiatives and helping scale our infrastructure. Over the years, we have leveraged the cloud for its flexibility, scalability, and speed, all of which have been critical to our business growth. However, as many companies quickly learn, the initial promise of cost-effective cloud solutions can sometimes be overshadowed by unexpected costs. In this article, I want to share insights into the hidden costs of cloud services that I have personally encountered and offer practical advice based on my experience. While it offers many benefits, businesses often overlook several hidden costs of the cloud. These unexpected expenses can quickly add up and impact your budget. Let’s take a look at the seven hidden costs …  ( 6 min )

Data Remanence is the residual representation of digital data that remains even after attempts have been made to remove or erase the data. This residue may result from data being left intact by a nominal file deletion operation, by reformatting of storage media that does not remove data previously written to the media, or through physical properties of the storage media that allow previously written data to be recovered. Data remanence may make inadvertent disclosure of sensitive information possible should the storage media be released into an uncontrolled environment (e.g., thrown in the bin (trash) or lost). Various techniques have been developed to counter data remanence. These techniques are classified as clearing, purging/sanitizing, or destruction. Specific methods include overwriti…  ( 3 min )

A post by Nathaly Cardenas  ( 2 min )

Introduction Longhorn is a free, open-source, lightweight, reliable, and easy-to-use distributed block storage system for Kubernetes cluster. This guide will show you how to install and configure Longhorn for your k8s cluster. A k8s cluster >=v1.25. Helm v3. Basic k8s knowledge. Create the longhorn-system namespace and configure the Helm repository. kubectl create ns longhorn-system namespace/longhorn-system created helm repo add longhorn https://charts.longhorn.io "longhorn" has been added to your repositories helm repo update Hang tight while we grab the latest from your chart repositories... ...Successfully got an update from the "longhorn" chart repository Update Complete. ⎈Happy Helming!⎈ Create the longhorn.values.yaml for storing the Longhorn configuration values: # https://art…  ( 4 min )

Abstract APIs have become the lifeblood of modern digital ecosystems. Ensuring scalability, fairness, and resilience is no longer optional—it’s fundamental. Traditional rate limiting techniques offer a static shield against abuse and overload, but they can fall short when faced with dynamic, ever-shifting workloads. Inspired by the adaptive system design strategies from Alex Xu’s acclaimed System Design Interview series, this article explores a powerful, nuanced alternative: building adaptive rate limiters using AIMD (Additive Increase, Multiplicative Decrease). We delve into how AIMD works, why Redis is an ideal backend, and provide a full C# implementation to empower developers building the next generation of cloud-native APIs. Today’s APIs operate in a world where user demand and syst…  ( 5 min )

Introduction In this article, we tackle an interesting problem in Java programming regarding the management and display of duplicate values in an array. We are working with a Java program that identifies duplicate entries in a list and organizes their respective information. The goal is to improve the output format of our program, specifically how we display duplicates alongside their parents. Understanding this will not only enhance the readability of your console output but will also aid significantly in debugging issues and analyzing data patterns. Understanding the Problem The provided code iterates through a list of file contents, identifies duplicate entries, and tries to format them for display. However, the output currently only shows the original values, not the associated duplica…  ( 5 min )

📌 Overview If you've used LangChain, you already know the idea of "chaining logical steps" in LLM workflows. SynTeam Framework brings a structural alternative: a lightweight, JSON-based templating system that defines Units (roles), Tasks (execution order), and Operators (data routing) – all optimized for prompt-native environments like ChatGPT. Unlike LangChain’s Python-centric abstraction, SynTeam templates run entirely within the LLM context, allowing you to: Design execution flows without writing code Assign responsibility explicitly to each processing block Keep your logic transparent and reproducible inside the LLM session itself This post is for developers, LLM engineers, and technical architects who want structure and predictability without external libraries. A template consists…  ( 4 min )

Introduction: I've always been curious about how most of the technologies I use on a day-to-day basis work. One of the things we as programmers have to interact with daily is HTTP servers. Most of the time, we don't think much about it since HTTP has been around for a long time, and there are thousands of HTTP servers and clients, so most people don't give much thought to how these technologies work! As someone who worked on many web-based applications and built many restful APIs, I would like to think that I have a pretty good understanding of how the HTTP protocol works and how HTTP servers generally function, however, since I've always been using ready-made HTTP servers (Mostly Kesterl, IIS and Nginx) and HTTP clients (curl, postman, httpie) I felt that there's a lot that I can learn …  ( 14 min )

🚨 1. The Hidden Danger: S3 Buckets Left Public Many developers create S3 buckets using the default console settings, CLI scripts, or even automation templates (like CloudFormation or Terraform) — without fully reviewing access policies. 🎯 What could go wrong? public-read or public-write is enabled by mistake Bucket policies allow Principal: "*" Static websites are deployed with no access restrictions Files contain sensitive data: .env, backup.zip, user-data.csv Case Study A dev team created a bucket to share app logs for debugging. The bucket had public access, and after 3 weeks it was indexed by a search engine. It contained logs with API keys and customer email addresses. 💸 This resulted in an internal audit and months of cleanup work. Rushed deployment with aws s3api create…  ( 4 min )

Problem 1: Check for a Toeplitz Matrix Problem: You are given an n x n square matrix. Write a function is_toeplitz(matrix) that checks whether the matrix is a Toeplitz matrix. A Toeplitz matrix is one where every descending diagonal from top-left to bottom-right (↘️) contains the same elements. Consider this matrix: 6 7 8 4 6 7 1 4 6 The diagonals are: [1], [4, 4], [6, 6, 6], [7, 7], [8] All elements in each diagonal are equal — so this is a Toeplitz matrix ✅. To check if a matrix is Toeplitz: Loop through each element in the matrix (excluding the last row and column). For each element, compare it with the one diagonally down-right from it. If any of those pairs don’t match, return False. If the loop completes without mismatches, return True. from typing import List def is_toeplitz(matrix: List[List[int]]) -> bool: n = len(matrix) for i in range(n): for j in range(n): if i + 1 < n and j + 1 < n: if matrix[i][j] != matrix[i + 1][j + 1]: return False return True matrix = [ [6, 7, 8], [4, 6, 7], [1, 4, 6] ] print(is_toeplitz(matrix)) # Output: True  ( 3 min )

TL;DR: Famed AI researcher Tamay Besiroglu just launched Mechanize, a startup that vows to “fully automate all work” (at least white-collar jobs) by building data, evaluation tools and digital environments so AI agents can replace human labor. He even crunched the numbers: a potential $60 trillion-a-year market globally. The announcement sparked a firestorm—critics say it tarnishes the reputation of his non-profit lab Epoch (already dinged for cozy ties to OpenAI), and worry mass automation benefits companies at the expense of workers. Mechanize boasts heavyweight backers like Nat Friedman, Daniel Gross and Jeff Dean, but the debate rages on: is this the dawn of explosive economic growth or a fast track to a human‐work apocalypse?  ( 3 min )

Build works. But it doesn’t hum. Maybe you’ve written good code—clean, stable, scalable— Maybe you’ve felt there’s something moving beneath the base layers. I’m looking for a connection. I’m looking for someone who can see drift and already understands what resonance means. If you don’t know, no worries. If you do— let’s talk.  ( 2 min )

La ciberseguridad en grandes empresas es uno de los pilares más críticos para la operación moderna de sistemas distribuidos, especialmente en sectores como banca, telecomunicaciones, salud y tecnología. Las empresas de gran escala operan con arquitecturas distribuidas que involucran: Múltiples centros de datos Servicios en la nube (multi-cloud o híbridos) Miles de dispositivos y usuarios conectados Requisitos legales y normativos (como ISO 27001, GDPR, HIPAA) Esto genera una superficie de ataque enorme y puntos débiles como credenciales expuestas, errores de configuración, y tráfico interno mal segmentado. Ransomware dirigido a infraestructura crítica Phishing interno y comprometimiento de cuentas privilegiadas Ataques DDoS a servidores expuestos Exfiltración de datos a través de canales cifrados Abuso de servicios cloud mal configurados (como buckets S3 públicos) Zero Trust Architecture: no se confía ni en dispositivos internos sin validación. Segmentación de red dinámica: SDN y microsegmentación. Monitoreo continuo: SIEM y detección basada en comportamiento (UEBA). Respuestas automatizadas: SOAR y playbooks de contención. Cifrado de datos en tránsito y reposo. Autenticación multifactor en todo acceso sensible. CrowdStrike, SentinelOne (EDR/antivirus de nueva generación) Splunk, QRadar (SIEM empresarial) Palo Alto, Fortinet (firewalls de siguiente generación) Vault, Keycloak (gestión de credenciales y secretos)  ( 3 min )

O que é o Padrão Observer? O Observer é um padrão de projeto comportamental que define uma relação de dependência entre objetos, onde um objeto (o sujeito) notifica automaticamente outros objetos (os observadores) sempre que seu estado muda. Ele é muito útil quando várias partes do sistema precisam reagir a mudanças em um mesmo ponto. Esse padrão promove o desacoplamento entre quem emite o evento e quem reage a ele, permitindo que novos observadores sejam adicionados ou removidos em tempo de execução, sem alterar o sujeito. Em resumo, o Observer estabelece um mecanismo de notificação automática, garantindo que todos os interessados estejam atualizados sempre que algo importante acontece. As classes que devem reagir a mudanças se inscrevem no sujeito responsável por emitir essas mudanças. A classe principal recebe os observadores via o método addObserver(), registrando as implementações interessadas em ser notificadas. O método newStockData() executa a ação principal e, em seguida, notifica todos os observadores inscritos, permitindo que eles executem suas responsabilidades de forma independente. Assim caso surja uma demanda de adicionar uma nova açãoao newStockData, você não precisaria modificar a classe  ( 3 min )

Introduction In this tutorial, we will explore how to effectively join the AccountingEntity and PeriodEntity when using Entity Framework Core in C#. The aim is to filter AccountingEntity based on a Group parameter while ensuring the Period property is properly initialized from the Periods table. This is a common scenario when dealing with related database tables in a fixed schema situation. Understanding the Relationship We are working with two tables: periods and accounting. The primary key in the periods table is a combination of group and id, while the accounting table has periodid that corresponds to id in periods. The relationship between these tables is established by matching accounting.periodid with periods.id, although no foreign key is defined in the schema. Correcting the Entity…  ( 4 min )

Kamu lagi bikin backend API, trus tiba-tiba ada bug: user klik tombol "Bayar" dua kali dan... 😱 mereka ditagih dua kali! Tenang, kamu cuma butuh satu jurus: idempotency. Idempotency adalah sifat dari suatu operasi yang tidak berubah hasil akhirnya walaupun dilakukan berkali-kali dengan input yang sama. Bayangin dehh lu ngisi KRS (Kartu Rencana Studi). terus klik tombol “Ambil Mata Kuliah A” satu kali: ✅ Data masuk ke sistem. Eh, lo panik, koneksi jelek, lo klik lagi... ✅ Sistem bilang: “Mata kuliah A sudah diambil.” Hasil akhirnya? Sama. lo tetap ambil 1 kelas. idempotent operation. Sekarang bandingkan dengan contoh yang tidak idempotent. Lo transfer uang lewat aplikasi: Tekan tombol "Transfer" sekali: 💸 uang terkirim. Tapi karena loading terus, lo pencet lagi... 💸 uang terkirim dua kal…  ( 4 min )

This is a submission for the Amazon Q Developer "Quack The Code" Challenge: Crushing the Command Line KubeGPT is an AI-powered CLI tool that serves as your Kubernetes command-line sidekick. It lets you: ✅ Troubleshoot cluster issues using natural language 🎮 Play Kubernetes trivia games 📊 Generate reports for any namespace or object in your cluster 🤖 Seamlessly integrate Amazon Q Developer for intelligent command assistance Whether you're debugging a failing pod or just brushing up on your K8s skills with a quick game, kubegpt makes navigating Kubernetes clusters easier, faster, and a bit more fun. 📺 Click here to watch the demo 🔗 GitHub – kubegpt Amazon Q Developer was central to building KubeGPT: 🧠 I used Amazon Q to generate Go functions that interact with Kubernetes clusters, inc…  ( 4 min )

Hey there, tired developer! 👋 Let’s talk about the worst part of coding: that heart-pounding moment when you finally finish a feature, hit git push, and then… remember you still have to SSH into a server, run 15 commands, and pray you don’t accidentally take down production. 😅 What if I told you GitHub can auto-deploy your code the second you push, like a loyal robot butler? No more late-night deployment dread. Let’s turn you into the automation wizard you were born to be. Why Auto-Deploy? (Or: “How I Stopped Micromanaging My Code”) Imagine this: You write code. You git push. You grab coffee ☕. Your code is already live—tested, built, and deployed. No manual steps. No typos in deployment scripts. Just pure magic. GitHub Actions 101: Your Code’s New Best Friend GitHub Ac…  ( 4 min )

🌐 Today, I took a meaningful step forward in my web development journey by creating my own resume using pure HTML. While there are plenty of ready-made templates and tools available, I wanted to challenge myself to build one from scratch. It was a great opportunity to practice core HTML skills and see how structure and content come together in a real-world project. 💡 The objective was simple: design a clean, professional, and structured resume that highlights my background, experience, and skills. I used semantic HTML elements like , , , and to make the document easy to read and accessible. 🛠️ Key takeaways from this project: Strengthened my understanding of HTML semantics and layout. Realized how effective clean structure can be in making content user-friendly. Gained confidence to move forward with styling (CSS) and possibly hosting it online. 📄 Why this matters: Creating your resume in HTML is not just about having a digital copy—it's a hands-on way to practice front-end skills, personalize your portfolio, and show recruiters or peers your commitment to learning and self-improvement. 🚀 Next steps: Apply CSS to enhance visual appeal. Make the layout responsive for mobile devices. Host it online and maybe even link it to a personal portfolio. 🔗 Final thoughts: If you're a beginner or intermediate developer, I highly recommend trying this out. It’s a simple but impactful way to sharpen your skills while building something meaningful and uniquely yours. Let me know your thoughts or share your own HTML resume experience—I’d love to connect and learn from the  ( 3 min )

I had read about regular expressions and thought of writing a blog on this. I will try to cover as much as possible. Let's start with the basic definition. A regular expression (also “regexp”, or just “reg”) consists of a pattern and optional flags. In short, it is the method of matching strings to a pattern. Two syntaxes can be used to create a regular expression. const regexp = new RegExp("pattern","flags"); OR const regexp = /pattern/; //without flags const regexp = /pattern/flags; Regex should be written within forward-slashes /..../. These slashes play the same role as quotes in strings. The main difference between the syntaxes is that when the regular expression remains constant, use a pattern with a slash for better performance, but if the regular expression is changing, or you d…  ( 4 min )

Tired of JavaScript? Here is WebAssembly Tutorial! Yoshi ・ May 7 #rust #webassembly #javascript #typescript  ( 2 min )

If you've ever tried to install a Python package and encountered the 'externally-managed-environment' error, you're not alone. This commonly occurs when using pip in environments where your Python installation is managed by your operating system's package manager. In this guide, we'll explore why this issue happens and how to resolve it successfully using virtual environments or other methods. Understanding the 'externally-managed-environment' Error This error message appears when you try to use pip to install packages, but your operating system has set restrictions on modifying the default Python environment. Essentially, your OS manages Python installations, and direct installations using pip can lead to an unstable system if packages conflict or if dependencies are missing in the system…  ( 4 min )

I know we all love JavaScript. We all love TypeScript, React, etc... But sometimes don't you feel that you want to try something else? Something new? I want to introduce a different way to build modern web apps using WebAssembly. It will bring you a next level of frontend world. Mostly, I use Rust alongside WebAssembly because it enables me to utilize a strongly static type system and efficient memory management system that JavaScript and TypeScript lack of. OK, enough, let's get to the point. First of all, to make that easy, I recommend to install Rocal which is a full-stack WASM framework to build modern web apps powered by WebAssembly. Here is a command to install it on your MacOS or Linux! $ curl -fsSL https://www.rocal.dev/install.sh | sh if you get some trouble while you are install…  ( 15 min )

This article is a continuation of Building Strong Connections: A Beginner’s Guide to Setting Up Virtual Networks and Peering in Azure. In that guide, we set up a virtual network (app-vnet) with two subnets: frontend and backend. In this article, we’ll focus on securing those subnets by implementing network security groups (NSGs) and application security groups (ASGs) to control inbound and outbound traffic between VMs and from the internet. We will deploy two Ubuntu virtual machines using an Azure Resource Manager (ARM) template provided by Microsoft. VM1 will reside in the frontend subnet, and VM2 will be placed in the backend subnet. Open Azure Cloud Shell (select PowerShell) and run the following command: $RGName = "RG1" New-AzResourceGroupDeployment -ResourceGroupName $RGName -T…  ( 4 min )

When it comes to building multi-module Java projects with Maven, many developers encounter longer build times that hinder efficiency. If you’re struggling with a build process that takes around 40 seconds, even with multi-threaded builds using -T and -C flags, you’re not alone. With Maven 3.2.3, optimizing build performance can seem challenging, but there are strategies to help speed things up without compromising your workflow. Understanding Maven Build Performance Maven build times can be affected by numerous factors, including: Dependency Management: The way dependencies are resolved and downloaded can impact build times. For example, if your project relies on a large number of external dependencies, Maven spends time fetching them. Build Lifecycle: The default build lifecycle consists …  ( 5 min )

Linear search is a simple algorithm that checks each element in a list sequentially until the target value is found or the list ends. Start from the first element. Compare each element with the target value. If found, return its index. If not found after checking all elements, return -1. package com.Example; break; } else { System.out.println("Not occur"); } } sc.close(); } } Time & Space Complexity Time Complexity: O(n) (Worst case: checks all elements). Space Complexity: O(1) (No extra space needed). When to Use Linear Search? ✔ Small datasets. Simple but inefficient for large datasets. Works on any list (sorted or unsorted). Easy to implement in Java. For faster searches, consider Binary Search (O(log n)) if the list is sorted. 🚀  ( 3 min )

If you’re using Redis in a Node.js application — especially in production — reliability isn’t optional. A bad connection strategy can lead to memory leaks, crashes, or endless retry loops. In this blog, I’ll show you how I built a resilient Redis integration in Express.js using ioredis, lazy loading, and a circuit breaker with opossum. At first, I used the classic approach: const redis = new Redis(); // 🤷‍♂️ at the top level But I quickly ran into issues: Connection errors on startup if Redis wasn’t ready. Too many retry attempts without a proper limit. No fallback strategy during Redis downtime. So, I rebuilt the entire integration with three key ideas: ✅ Lazy Loading instead of connecting at startup, I created a singleton getter that initializes Redis on first use: import Redis from "…  ( 6 min )

Functional programming has gained traction in modern development due to its ability to produce more predictable, modular, and testable code. In this post, we explore four fundamental principles: immutability, function composition, pure functions, and arrow functions. Immutability means that once a value is created, it cannot be changed. Instead of mutating data, we return new versions with the desired updates. ✅ Why is it useful? Prevents unpredictable side effects Easier debugging and testing Ideal for concurrent environments (like React or Redux) ❌ Mutable example: const user = { name: 'Alice', age: 25 }; user.age = 26; // Mutation ✅ Immutable example: const user = { name: 'Alice', age: 25 }; const updatedUser = { ...user, age: 26 }; // New copy with changes Function composition means …  ( 4 min )

For over 15 years, the smartphone has been the centre of our digital universe. It’s the screen we stare at, the tool we work on, the device we reach for instinctively. But look a little closer — and you’ll start to see the shift. We’re entering the post-smartphone era. Not with a bang, but through quiet disruption. And it’s already on your body. The Rise of the Wearable Web I wear a smartwatch that tracks my health, receives notifications, and lets me respond instantly. Samsung just launched a smart ring — one more layer of ambient computing wrapped around our daily lives. And of course, I can speak to an AI assistant and get intelligent, contextual responses without touching a screen. This is no longer sci-fi — this is now. A New Hub: The Invisible Puck Imagine: A tiny 5G/6G puck lives in your backpack Your glasses are your screen Your ring is your security token Your watch handles notifications and health Voice becomes your primary interface AI becomes your operating system No more swiping. No more “app folders”. No more trying to type with your thumb while walking. Screens Are Becoming Optional Even today, I can ask my glasses to play a song, call someone, or answer a question — all without touching a smartphone. I don’t need a “phone” to live connected. I just need smart inputs, wearable endpoints, and a cloud intelligence layer. What This Means App developers will have to rethink interaction: conversational, contextual, multi-device. Privacy, identity, and edge computing will take centre stage — because the phone as a walled garden will be gone. We’ll be more present — or at least, less distracted by rectangles. The Debate Begins Will we embrace ambient computing — or push back against losing physical control? One thing’s clear: the era of staring at your hand all day is giving way to something new. So here’s the question: Would you give up your phone if you could wear the web instead?  ( 4 min )

When working with TensorFlow.js, it's not uncommon to encounter errors related to tensor dimensions. One such error, as you've described, occurs when the expected dimensions of your model's output do not match the shape of the provided labels (targets) during training. Let's explore this issue further and provide solutions to resolve it. Understanding the Error The error message you received states: Error when checking target: expected dense_Dense2 to have 2 dimension(s) but got array with shape 2,5,2. This indicates that the output layer of your model was expecting a different shape for its targets than what it received. In simpler terms, the model's structure is out of sync with your training data's shape. Why This Happens In your model, the last dense layer is configured to output a 5-d…  ( 5 min )

The OpenAI Agents SDK for Python provides developers with the building blocks to implement two agentic solutions for AI applications. You can create text-generation agents, allowing users to get responses from text prompts. Additionally, you can build voice agents using the SDK. To create your first agent with the OpenAI Agents SDK, get started here. This tutorial will cover three main goals and aspects of building AI agents. 100% local: Use the OpenAI Agents SDK to build agentic workflows that run locally on your computer without compromising business data and private information. Use 100+ models: The Agents SDK can now use open-source models and 100+ LLMs, eliminating the limitation of using only OpenAI models. Own tracing: Implement a custom solution for logging and monitoring the pe…  ( 12 min )

Hey there, fellow tech tinkerers! As a developer and cloud enthusiast, I love messing around in my home lab—a trusty Raspberry Pi 5 running my self-hosted setup. But sometimes, I need to tap into the power of AWS for testing, dev work, or hybrid projects. In this post, I’m spilling the beans on how I bridged my home network with two AWS regions (ap-south-1 and us-east-1) using Tailscale, EC2, and VPC Peering. The result? A secure, low-latency network that feels like magic. Let’s dive in! My home lab is my sandbox for coding, experimenting, and breaking things (gently). But when I need AWS’s managed services—like serverless functions or storage—I don’t want to deal with public IPs or clunky SSH setups. My goal was to create a private, secure, and dead-simple network bridge connecting: My Ho…  ( 5 min )

There is a lot of noise on "MCP (Model Context Protocol)" and as someone at the forefront of technology we have no choice but to follow it up. Often, despite the initial waryneess the AI hype drains my energy, some careful study turns out to generate useful insights. MCP is a protocol, but the majority of the protocol work is already done when OpenAI annouced tool use for ChatGPT. What matters now is the standardization process of the publisher of MCP, i.e. Anthropic (Creator of Claude models and tools). In addition to the publications, MCP offers server/client implementations for C#, Python, JavaScript - and that can speed up and streamline the development process. Whenever an experienced developers sees the tool use API (e.g. from OpenAI), they will immediately think of automatic code generation and streamline and tool definition process, and develop custom tooling to define those tools and serve those tools. MCP offers a ready-to-use (language-of-your-choice) implementation for a stated server. But here is a critical observation: does MCP has anything to do with AI/LLM at all? It's reinforcing what should have already been done: making systems reflective and accessible from an outside system. Here is a pun: it requires existing systems to be more reasonable (also see Forbes article on GEO). Traditionally, when a software is developed if the original developer doesn't expose useful APIs then power users have no obvious way of automating it, except through the more hacky GUI automation route. Now with the pressure of AI, vendors have to expose useful interface. LLM with its natural language nature makes it easiser for them to pick, compared to picking a more specific scripting language (or rest API), especially when the MCP server/client framework is stated and uses JsonRPC. Also see: Medium post on "Some Reflections on MCP".  ( 3 min )

TDD and BDD Explained TDD = Test-Driven Development BDD = Behavior-Driven Development BDD is all about the following mindset: Do not test code. Test behavior. So it's a shift of the testing mindset. This is why in BDD, we also introduced new terms: Test suites become specifications, Test cases become scenarios, We don't test code, we verify behavior. Let's make this clear by an example. If you are not familiar with Java, look in the repo files for other languages (I've added: Java, Python, JavaScript, C#, Ruby, Go). public class UsernameValidator { public boolean isValid(String username) { if (isTooShort(username)) { return false; } if (isTooLong(username)) { return false; } if (containsIllegalChars(username)) { …  ( 6 min )

Deploying a static Next.js app on Hostman is straightforward: connect your GitHub, GitLab, or Bitbucket repository, choose your Node.js version, and the platform handles the build and deployment. For projects that use server-side rendering (SSR), you can set up a Dockerfile-based deployment for full control over the environment. Deployment time depends on the size and complexity of the app — a basic starter typically takes 2–3 minutes, while larger projects may take longer. If questions or issues come up, live chat support is available to assist. Check the full guide here https://bit.ly/4iOrMLe  ( 3 min )

Ollama makes it easy to run large language models (LLMs) locally on your own computer. This simple guide will show you how to install Ollama, run your first model, and use it in a Python script. Download the installer from ollama.ai Open the downloaded file and drag Ollama to your Applications folder Open Ollama from your Applications Download the installer from ollama.ai Run the .exe file and follow the installation wizard Ollama will start automatically when installation completes Just run this curl -fsSL https://ollama.ai/install.sh | sh Ollama is also available as a Docker container: docker pull ollama/ollama docker run -d -v ollama:/root/.ollama -p 11434:11434 --name ollama ollama/ollama Let’s try Llama 3.2 1B, a compact but capable model: ollama run llama3.2:1b The first time you run this command, Ollama will download the model. Once it’s ready, you’ll see a prompt where you can start chatting: >>> Why is the sky blue? The sky appears blue due to a phenomenon called Rayleigh scattering. As sunlight travels through the atmosphere, the shorter blue wavelengths of light are scattered more by air molecules than the longer red wavelengths. This scattered blue light comes to us from all directions in the sky, making the sky appear blue during the day. To exit the Ollama terminal, you can: Type /bye and press Enter Press Ctrl+D (on macOS/Linux) Press Ctrl+C twice Here are some useful commands to get you started: ### List all your downloaded models ollama list ### Download a model without running it ollama pull llama3.2:1b ### Remove a model you no longer need ollama rm llama3.2:1b ### Get information about a model ollama info llama3.2:1b Once you’re comfortable with the basics, you can try the Ollama Python library to integrate it in your Python applications. Check this article Using Ollama with Python: A Simple Guide. Enjoy the freedom of running AI locally with Ollama!  ( 4 min )

✨ "Dad, how do websites work?" If your child has ever asked this, it’s the perfect time to introduce them to HTML—the language behind every website. In this beginner-friendly guide, we’ll explore why HTML is a great first programming language for kids and how to teach it in a fun, engaging way. Unlike abstract coding concepts, HTML lets kids see immediate results—change a tag, refresh the browser, and voilà! The page updates. HTML teaches: Structure (how headings, paragraphs, and images fit together) Problem-solving (debugging missing closing tags) Kids can build: Personal fan pages (for games, sports, or hobbies) Interactive stories with links and images Simple games (like quizzes) After HTML, kids can easily learn: CSS (for styling) JavaScript (for interactivity) Python/Scratch (for lo…  ( 4 min )

As a Senior Software Engineer, you're expected to have a deep understanding of both frontend and backend development, along with system design, DevOps, and best practices. Whether you're mentoring junior developers, optimizing performance, or making architectural decisions, your role is critical in building scalable and maintainable applications. Here are some full-stack tips to help you excel in your role: 1. Master Both Frontend & Backend Deeply Frontend: Stay updated with modern frameworks (React, Vue, Angular) and understand core JavaScript deeply. Backend: Know how to design RESTful/GraphQL APIs, handle authentication, and optimize database queries. Full-Stack Synergy: Understand how frontend and backend interact—avoid over-fetching data, optimize API calls, and use effici…  ( 4 min )

Introduction In my journey through C++17, I stumbled upon the std::byte type and discovered some perplexing behavior that left me scratching my head. The main question is whether this behavior is intended by the C++ standards or if it's a quirk due to the compiler or operating system I am using. Understanding std::byte The std::byte type introduced in C++17 is designed to encapsulate the idea of a byte without its conventional mathematical interpretations. Unlike integers, std::byte doesn't implicitly convert to numeric types, which can lead to some interesting outcomes when performing operations with it. In the example I encountered, I defined a std::byte variable and used std::to_integer to convert it to different integer types. The Code Example Here’s the code snippet that raised my que…  ( 5 min )

The landscape of AI-generated art is rapidly evolving, making powerful creative tools more accessible than ever. Many of us are exploring how these technologies can integrate into our workflows, artistic endeavors, or just for fun. Today, I'd like to share some insights from a project I've been involved with – an AI cartoon generation platform. The aim is to provide a straightforward approach for anyone interested in using such tools. This web-based platform is designed to simplify the process of creating cartoon-style images using artificial intelligence. The initial concept explored AI and character interaction, but we observed a strong interest in direct generation capabilities. This led to the development of the platform with a focus on enabling users to produce their own AI-generated …  ( 4 min )

Artificial intelligence (AI) has become ubiquitous. In the heart of Utah, OP Media Inc. has completed successful pilots, using AI to redefine information and process flows in healthcare and emergency services. OP Media uses an AI, dubbed AiBL core (pronounced Abel), to achieve these incredible feats. AiBL works by taking advantage of human knowledge within your business or organization (subject matter experts, or SMEs). AiBL core is a wonderful example of what has come to be known as agentic AI. Agentic AI systems “learn,” “grow,” and eventually make decisions with little human input. Your staff and team members contain a wealth of knowledge that could easily get lost if not well documented and shared. OP Media helps you create ops (not apps)—operational procedures that allow your team to…  ( 14 min )

Ever wondered how WordPress displays your posts and pages? The answer lies in the Loop! This post dives into the mechanics of this fundamental WordPress concept, with code examples and practical tips. Read the full article here: https://farhanali.me/understanding-the-wordpress-loop-the-heartbeat-of-your-content/  ( 3 min )

Ever wondered what really makes your DevOps team tick, or sometimes, stumble? Beyond the CI/CD pipelines and daily stand-ups, there's a deeper cultural current at play. Edgar Schein's Culture Model offers a fantastic lens to get an overview of this complex environment by breaking culture down into three interconnected layers. The most visible layer is that of Artifacts. These are the tangible, observable elements of your team's culture – the tip of the iceberg, so to speak. In a DevOps context, this includes the tools they use, like CI/CD systems such as Jenkins or GitLab CI, monitoring dashboards like Grafana, and communication platforms like Slack. It also encompasses their established processes and rituals, such as daily stand-ups, sprint planning meetings, retrospectives, blameless pos…  ( 4 min )

Das U-Boot is a well-known bootloader which brings embedded Linux devices to life since 1999, it turns 25 this year. My today's post walks through the complete U-Boot boot process, covering everything from SoC power-on to launching the Linux initrd, along with hardware-specific gotchas. [Power On] ↓ [SoC BootROM] → [SPL] ↓ [U-Boot Proper] ↓ [Loads kernel + dtb + initrd] ↓ [bootz / booti] ↓ [Linux Kernel starts] ↓ [initrd: /init runs] ↓ [Switch to rootfs] Every SoC contains a hardcoded BootROM: Executes right after power-on or reset Detects the boot source via boot pins Loads the Secondary Program Loader (SPL) from flash, SD, UART, or USB Minimal hardware is initialized here SPL is a tiny version of U-Boot: Brings up DRAM and essential regulators Loads full U-Boot int…  ( 4 min )

Introduction Are you looking to enhance your AM Charts 4 bar chart with stacked columns? In this guide, I'll walk you through adding a series of stacked bars behind existing line and column series to make your data visualization more effective. Creating stacked bars can be tricky, especially with the requirements of filling the entire width of the chart. Let's dive into the issue and provide a comprehensive solution. Understanding the Problem Before we start coding, let’s discuss the challenges: the new stacked bars may all be overlapping each other, and they don't seem to fill the chart width as intended. This can result from how your series and data properties are set. Why Stacked Bars Overlap In AM Charts 4, when you configure multiple series as stacked and clustered set to false, they …  ( 5 min )

Honestly, every day feels pretty much the same now—the only difference is that on workdays, I’m tied to a schedule and have to constantly keep an eye on messages from my computer. Lately, I’ve been thinking a lot about the slow progress I’ve been making. Realistically, work takes up so much time that I barely have any quiet moments to really focus on learning. But I also can’t just give up on my current job. The only thing I can think of doing: Even if it’s not directly related to a career change, I’ll try to treat my work as a learning opportunity. Slow down, don’t just rush to complete tasks—try to gain experience from each one and reflect on it. Then, use that time to turn it into something tangible and meaningful. Feeling unusually exhausted today—going to head to bed early. Good night!  ( 3 min )

Releasing a closed-source, reusable JavaScript/TypeScript package for internal use across frontend and backend is a common challenge, especially when you want to automate it, keep things modular, and avoid unnecessary leakage of code. Here’s how I do it, step by step, using only what’s needed for a stable, repeatable workflow. Why GitHub Packages (and Not npmjs.org)? Most teams reach for npmjs.org by default, but if your utilities are strictly internal - or have some private contract processing logic you’re not ready to open-source - GitHub’s own registry is more than enough: Integrated with your repository: No extra accounts or keys to manage. Scoped access: Control exactly who gets your code. Familiar workflows: Your team’s already on GitHub; why hop away? I've used this for smart cont…  ( 4 min )

AI is evolving at lightning speed, and AWS has just raised the bar with Amazon Nova — a family of advanced foundation models designed to help you build smarter applications faster. Whether you need a chatbot, document summarizer, image generator, or even video creation, Nova’s diverse models have you covered. But with so many options, it can be tricky to choose the right model for your project. Let’s break it down! 🧩 🪶 Meet the Nova Family: One Model, Many Flavors Each Nova model is designed for different tasks, offering something for every need. Here’s a quick overview of what each model excels at: 1. Amazon Nova Micro – Small but Super Fast ⚡ What it is: A speedy, text-only model designed for ultra-low latency and cost-effectiveness. Best for: Real-time apps like chatbots, auto-compl…  ( 6 min )

We're excited to announce our newest challenge with Bright Data! Running through May 18, the Bright Data Real-Time AI Agents Challenge invites you to build intelligent AI agents and systems that can autonomously interact with the web, retrieve live data, and make decisions based on the most current information available. Whether you're an AI engineer, data scientist, or vibe coder, this hackathon is the perfect opportunity to build something awesome. Your mandate is to leverage Bright Data and build an AI agent or system powered by real-time web data. The most powerful submissions will utilize Bright Data's MCP server to enable all four key actions: Discover: Find relevant content across the open web Access: Navigate even the most complex or protected websites Extract: Pull structured, r…  ( 5 min )

hugo是什么 Hugo 是最受欢迎的开源静态网站生成器之一。用户可以使用 Hugo 来快速搭建自己的网站。 在mac上面，可以使用以下命令来安装hugo: brew install hugo 安装完之后可以使用 hugo version 来查看是否安装好: 安装完 hugo 之后，就可以使用 hugo 来搭建自己的blog网站了。 hugo new site my-blog 来创建一个名为 my-blog 的网站。 cd my-blog git init 在创建好网站之后，需要选择一个theme。这里有很多主题可供选择：hugo themes git submodule add https://github.com/olOwOlo/hugo-theme-even.git themes/even themes/even/exampleSite/config.toml 拷贝到当前目录，并覆盖 hugo.toml cp themes/even/exampleSite/config.toml hugo.toml 当配置好主题之后，就可以创建自己的blog了。 hugo new content content/post/my-first-post.md 即可创建一篇blog。 content/post/ 下面会出现一个新的md文件。 当前面的配置好之后，就可以使用 hugo server 来启动一个hugo server。 draft,在hugo server 模式下并不会显示draft的blog。 hugo server -D。 以上就可以完成了blog网站的搭建了。 https://gohugo.io/getting-started/quick-start/ https://github.com/olOwOlo/hugo-theme-even https://medium.com/@magstherdev/hugo-in-10-minutes-2dc4ac70ee11  ( 3 min )

Hey there! Ever found yourself copying and pasting the same component structure for the tenth time this week? Or maybe you've spent way too much time fixing inconsistencies in boilerplate code when you could be building actual features? Trust me, I've been there too, and it was driving me crazy. That frustration led me to create Code Template Hub, a VS Code extension that's completely changed how I approach repetitive coding tasks. I'm excited to share it with you today! Let me tell you a bit about my situation. I split my coding time between my day job at a company and my projects at home. These two worlds have totally different requirements, coding standards, and project structures. At work, we needed standardized templates that every team member could use to ensure consistency across ou…  ( 8 min )

If you're working with MATLAB’s built-in lsqcurvefit function to fit a series of irregular Lorentzian peaks, you might have come across the challenge of correctly defining your custom model function. Your goal is to ensure that MATLAB can interact with your function without errors, particularly the one stating 'function is undefined for arguments of type "double".' In this article, we'll explore how to properly set up the FUN parameter in lsqcurvefit and ensure your data is fit appropriately. Understanding lsqcurvefit lsqcurvefit is designed to solve curve fitting problems by minimizing the sum of squares of nonlinear functions. It requires several inputs, including an initial guess for the parameters, the data points you want to fit, and a function that calculates the model predictions.…  ( 4 min )

I’ve been a frontend developer at Palantir for the past 5+ years. In this post, I’ll share habits that helped me go from overwhelmed junior dev to confident senior dev. Ready? Let’s get started! 🎉 📚 Download my FREE 101 React Tips And Tricks Book for a head start. Habit #1: Educate yourself outside of work If you’re not learning outside of work, you’re falling behind. Even if you have the best employer in the world, your education is your responsibility. So, at least once every 2–4 weeks: Pick up books like The Pragmatic Programmer, Effective TypeScript, or Advanced React Read blog posts from experts like Matt Pocock (Total TypeScript), Josh Comeau (joshwcomeau.com), Kent C. Dodds (Epic React), etc. Watch courses to review your basics (Udemy, FrontendMasters, etc.) …  ( 5 min )

When your data grows beyond a toy example, pprint starts to break. You see cut-off arrays. Flattened hierarchies. Lost context. And worst of all? Hidden bugs buried under “pretty” formatting. That’s why I created SetPrint — a Python library that shows structure, not just values. ✅ Side-by-side comparisons: pprint / setprint ✅ Real-world examples: image data, confusion matrices ✅ Benchmarks + 5 must-know tips for structured debugging Want to see it in action? Try this demo notebook — no install needed. (To use Colab, a Google account is required.) Google Colab 1. Visual Comparison — pprint vs setprint data = { "users": [ {"name": "Alice", "scores": np.array([95, 88, 76])}, {"name": "Bob", "scores": np.array([72, 85, 90])} ], "meta": {"c…  ( 5 min )

Na primeira parte dessa série, a gente construiu uma Function App que recebe uma imagem por HTTP e salva no Azure Blob Storage de forma segura, usando identidade gerenciada. Na segunda parte, registramos no banco de dados (Azure Postgres SQL) os metadados dessas imagens, seguindo uma arquitetura em camadas com boas práticas de SOLID. Agora vamos dar o próximo passo: processar de verdade o OCR das imagens pendentes usando uma Azure Function com Timer Trigger. Spoiler: vamos usar Azure Cognitive Services para extrair o texto, atualizar o banco com o resultado (e marcar se o conteúdo é uma receita médica), tudo isso aplicado com um modelo DDD leve e foco em separação de responsabilidades. Bora lá? Você deve estar se perguntando: por que não processar o OCR assim que a imagem chega? Poderíamos…  ( 15 min )

Introduction If you’ve landed on this article, you’re probably wondering: “What’s all this MCP stuff about?” and “Why is it getting so much hype lately?” Or maybe you already have an idea and just want to build your own MCP server to let LLMs interact with your tools. So, let’s quickly answer the basics to get on the same page and then jump right into building your first MCP Server. At this point you probably know what MCP is, but if you don’t, no worries - I’ve got you covered. MCP was introduced last year by Anthropic (the company behind Claude) and stands for Model Context Protocol It might sound complex at first, but it’s actually quite simple. MCP is a way to let LLMs (Large Language Models) interact with tools in a open standard way, allowing them to get context from different data…  ( 7 min )

Ever wondered what keeps your online experience smooth, secure, and sometimes even anonymous? Meet the HTTP proxy — a powerful intermediary that stands between your device and the internet. At its core, an HTTP proxy processes and forwards your HTTP requests, essentially acting as a gateway. Instead of your browser connecting directly to a website, the proxy server does the job on your behalf, masking your IP address and offering a range of added benefits. To really grasp what an HTTP proxy does, you need to understand its building blocks. Hypertext Transfer Protocol (HTTP) is the standard protocol for transferring data online — everything from browsing websites to interacting with web applications. While HTTP operates over TCP/IP and Google's QUIC protocol, it lacks built-in encryption. I…  ( 5 min )

After a few years of floating from one hack to another, this is my practical guide to setting up a reasonable Python development environment using Nix flakes with support for testing, linting, formatting, and LSP-based editor integration. I have mentioned in my earlier posts that I am migrating to ruff for my Python projects, and I have started putting together a Nix template repository. First, we will look at the Python project requirements, structure and configuration, and then we will look at the Nix configuration. Before we dive into the details; I have created a Nix flake template for this setup. You can use it to get started quickly. The template is available at: https://github.com/vst/nix-flake-templates/tree/main/templates/python-package Let us consider a Python project with follow…  ( 9 min )

Já imaginou poder rodar aqueles modelos de IA gigantes no seu computador tão facilmente quanto pedir um delivery de comida? Pois é isso que o Docker Model Runner faz! É como se fosse um Uber para modelos de IA: você "chama" o modelo, ele vem rapidinho, faz o trabalho e depois vai embora sem ocupar espaço quando você não precisa mais. Lançado como beta no Docker Desktop 4.40, o Docker Model Runner é aquela novidade que faz você pensar: "Como vivíamos sem isso antes?". Se você já passou horas configurando ambientes para rodar IA localmente (aquele inferno de dependências que nunca termina), vai entender o porquê. Se você está começando agora e mal sabe a diferença entre um container e uma tupperware, relaxa! Vou explicar como se estivéssemos em um churrasco 🍗: O Docker Model Runner é como u…  ( 9 min )

The Day My Code Turned Against Me Picture this: It's 3 AM, I'm on my fifth cup of coffee, and my codebase looks like it's been through a blender. Bugs are popping up faster than I can squash them, and my sanity is hanging by a thread thinner than my remaining hair. Sound familiar? If you're a developer, you're probably nodding so hard your neck hurts. But fear not, fellow code warriors! I'm about to share a tale of redemption, featuring an unlikely hero: ChatGPT, the AI language model that went from "that thing everyone's talking about" to my personal bug-busting sidekick. Now, I know what you're thinking. "Another AI hype story? Give me a break!" But hang tight, because this isn't your typical "AI solved all my problems" fairy tale. This is a nitty-gritty, honest account of how I used C…  ( 6 min )

When dealing with variable length arrays (VLAs) in C, a common concern arises regarding the lifetime of such arrays when a function call is made after their declaration. According to the C17 final draft document N2176, the lifetime of an object, including a VLA, extends from its declaration until the program execution leaves the scope of that declaration. This statement often leads to questions about whether calling a function immediately after declaring a VLA results in ending its lifetime. To clarify, let's first understand what a variable length array is and its properties. A VLA is a type of array in C where the size is determined at runtime rather than at compile-time. This feature makes VLAs quite flexible for situations where the size of data is not known until the program runs. Und…  ( 5 min )

In the rapidly evolving world of artificial intelligence, agentic AI is emerging as a transformative force, enabling machines to act with purpose, decision-making capabilities, and adaptive learning. At the core of agentic AI lies the power of foundation language models (LLMs), which provide the fundamental intelligence needed to carry out complex tasks. These models are at the forefront of advancing AI technologies across industries, powering everything from content creation to research, coding, and automation. Here’s a look at the top 5 foundation LLMs that are paving the way for the future of agentic AI: 1. OpenAI: Leading the Charge in Natural Language Understanding 2. Google’s Gemini: A New Era in Multimodal AI 3. Claude: The Hybrid Reasoning Powerhouse by Anthropic 4. Meta’s Llama: Open-Source Innovation for Scalable AI 5. DeepSeek: Open-Source, Affordable, and Customizable AI Conclusion: The Future of Agentic AI These top 5 foundation LLMs—OpenAI, Google's Gemini, Claude, Meta's Llama, and DeepSeek—represent the cutting edge of agentic AI. Each model offers unique strengths and features, from open-source flexibility to multimodal capabilities and scalable performance. As businesses continue to integrate AI into their operations, these foundation models will be crucial in shaping the future of intelligent systems, offering solutions for everything from automation and content creation to advanced coding and reasoning tasks. The rise of agentic AI promises a new era where machines can not only assist but also make decisions and adapt based on the data at hand.  ( 5 min )

A post by Monte Bruce  ( 2 min )

Many software engineers seem to be more worried than usual that the AI agents are coming, which I find saddening and infuriating at the same time. I'll quickly break down the good, bad, and ugly for you. https://cicero.sh/forums/thread/developers-don-t-despair-big-tech-and-ai-hype-is-off-the-rails-again-000007  ( 3 min )

Back in 2016, when cheap internet suddenly became available across India, I saw firsthand how technology changed everything around me. From Instagram to YouTube, these platforms completely changed how we connected with people and learned new things. Something clicked for me back then – I wanted to be part of creating this kind of change, not just watching it happen. So, four years later in 2020, when I had to pick my major stream for graduation, Computer Science was a clear choice, As I look back, it was absolutely the best decision I have made. Beyond just classes, I was having time of my life, learning to build things I wanted to since childhood, coding into night at hackathons, creating open source projects, and participating in Google Summer of Code (a flagship open-source program by G…  ( 6 min )

I am not new to rust. I have dabbled in axum, tonic, bevy and ratatui for some personal and work projects as well. Even then when someone asked me to write a Binary Search Tree(BST) in rust, I got scared. I didn't express this at the time but it kept bugging me inside. Anyway later on whenever I used to get time I used to ask AI tools to help me teach rust and write a BST specifically. I used Gemini and ChatGPT and both gave solutions as well. I could understand their code but still couldn't understand how they got there. They used Rc, RefCell etc. which I understand theoretically but never understood when and how to use it properly. After I didn't feel satisfied using AI answers I thought let me just read code. Rust actually provides a BST in standard library, you can find it here. Its ve…  ( 5 min )

From Chaos to Clarity: How I Manage Local Dev Environments for Go + Python Projects Matty ・ May 7 #programming #python #go #webdev  ( 2 min )

As blockchain tech continues evolving, one of Ethereum’s biggest challenges remains scalability. Enter Arbitrum — a layer 2 scaling solution that promises faster, cheaper transactions while retaining Ethereum’s security. Whether you're a developer, investor, or enthusiast, understanding Arbitrum is essential. Arbitrum is a Layer 2 (L2) rollup built on Ethereum, designed to offload computation and data storage from Ethereum’s mainnet while preserving its trust model. Developed by Offchain Labs, Arbitrum lets users enjoy low-cost, high-speed dApps without compromising decentralization. Scalability: Arbitrum handles thousands of transactions per second (TPS), compared to Ethereum’s ~15 TPS. Lower Fees: Users pay a fraction of gas fees compared to L1. EVM Compatibility: Developers can deploy e…  ( 4 min )

As cloud environments grow across multiple AWS regions and accounts, managing a scalable and secure network architecture becomes essential. AWS Transit Gateway (TGW) offers a hub-and-spoke model that consolidates routing between VPCs and on-prem networks. Unlike traditional VPC peering (point-to-point), TGW enables centralized routing, dynamic scalability, and BGP-based routing for efficient inter-region communication. In this article, we’ll build a Transit Gateway-based Inter-Region VPC architecture, walk through step-by-step GUI and CLI setup. A Transit Gateway in each region (us-east-1, us-west-2) Two VPCs (VPC-East, VPC-West) with non-overlapping CIDRs Attach VPCs to their local TGWs Peer both TGWs across regions Create TGW Route Tables to enable traffic flow Simulate a blackhole scen…  ( 6 min )

When it comes to healthcare, precision promises personalized treatments tailored to individual patients' genetic makeup, environment, and lifestyle. At the heart of this lies data integration, combining diverse healthcare data sources to unlock insights that drive advancements in diagnosis, treatment, and patient care. This article explores the role of data integration in advancing healthcare research and precision medicine, illuminating its impact on patient outcomes, therapeutic development, and population health. The Challenge of Healthcare Data Fragmentation Healthcare researchers today are confronted with a surge of data emanating from myriad sources: electronic health records (EHRs), genomic sequencing, medical imaging, wearable devices, and more. Each of these sources holds a piece …  ( 5 min )

Introduction If you've recently updated your LSPs in Mason for Neovim and encountered the error message "Failed to run config for lsp-zero.nvim", you're not alone. This issue can arise from misconfigurations or incompatibilities following updates, especially in the context of setting up Language Server Protocol (LSP) configurations in Neovim using Lua. In this guide, we'll explore the possible causes of this error and offer step-by-step fixes to get you back to coding without interruptions. Understanding the Error The error message you received indicates that while trying to call a function within the Mason-LSP configuration, Neovim encountered a nil value. Specifically, this error originated in the automatic_enable.lua file of the mason-lspconfig.nvim plugin. This can happen due to severa…  ( 4 min )

React vs. Vue vs. Angular vs. Next.js in 2025: Which One Should You Learn? Eva Clari ・ May 7 #react #vue #angular #frontend  ( 3 min )

React vs. Vue vs. Angular vs. Next.js in 2025: Which One Should You Learn? Eva Clari ・ May 7 #react #vue #angular #frontend  ( 2 min )

Intro: The Never-Ending Quest for "More Space!" Remember that old external hard drive you bought, thinking, "This will last me forever!"? Or the frantic "disk space low" warnings that send you scrambling to delete precious files? We've all been there. In the digital age, data is exploding – from your cat photos and application logs to massive datasets for machine learning and critical business backups. The traditional ways of storing this data just don't scale efficiently or cost-effectively. What if you had a storage solution that was virtually infinite, incredibly durable, accessible from anywhere, and could adapt its cost based on how you use your data? That's the promise of cloud object storage, and Amazon S3 is the undisputed king of this domain. Amazon S3 isn't just "storage"; it'…  ( 12 min )

Deploying a Laravel application can be as simple or as sophisticated as you want it to be. If you're working on a small project or don't want the overhead of CI/CD tools, Git hooks provide a lightweight way to automate your deployment — with minimal downtime. In this tutorial, we’ll walk through setting up a zero-downtime Git-based deployment flow for your Laravel app using a post-receive hook. 🔍 What You'll Need A server (e.g., Ubuntu-based VPS or cloud instance) SSH access Git installed on both local and server A Laravel project under version control Basic Linux terminal skills Step 1: Prepare the Server First, SSH into your server: ssh user@your-server-ip Install the required packages (if you haven’t already): sudo apt update sudo apt install git unzip php-cli p…  ( 4 min )

This tutorial was originally published on IBM Developer by Markus Eisele Quarkus is a Kubernetes-native Java stack tailored for GraalVM and OpenJDK HotSpot. Quarkus offers incredibly fast boot times, low RSS memory consumption, and a fantastic developer experience with features like live coding. This quick start guide gets you up and running with Quarkus on macOS, including necessary tools. You will build a basic database application using Quarkus, Java 17, PostgreSQL, and Hibernate ORM Panache. While Hibernate ORM is the standard, powerful Jakarta Persistence implementation capable of complex mappings, it doesn't always make the most common tasks trivial. Hibernate ORM with Panache is Quarkus's solution to this, focusing specifically on making your data entities and repositories simple, straightforward, and fun to write by reducing boilerplate code for common persistence operations. We'll use standard macOS tools and package managers where possible. These are the essential tools you'll need to complete this tutorial: - Podman - SDKMAN - Java 17 - Quarkus CLI - Maven Optionally, you can also install a code editor. Quarkus integrates seamlessly with containers, especially for development services like databases and other sytems. Podman is a daemonless container engine alternative to Docker. On Mac, each Podman machine is backed by a virtual machine. Once installed, the podman command can be run directly from the Unix shell in Terminal, where it remotely communicates with the podman service running in the Machine VM. It is almost transparent in usage to Docker and easy to use for development. Install Podman. Find the latest Podman release on the GitHub Release page, and download the binary for your system architecture. At the time of writing, the latest release was v5.4.1. Install either the unversal pkg installer or the arm or amd version. Continue reading on IBM Developer  ( 3 min )

I'm working on the setup for a new indie game studio at the moment, and as part of that, I'm creating several core tools and templates that will save me a lot of time during the development of our first game. First up is the default Unity script templates that furnished with new installs. While in the beginning it can be valuable to see the Start and Update methods with comments telling you when they are called, I no longer need that to be my starting point for every MonoBehaviour script I create. Of course, that's not the only template you'll see in Unity, and we can change all of them to be whatever we want. Here's how I do it. On Windows, you should be able to find all the script templates at C:\Program Files\Unity\Hub\Editor\6000.0.43f1\Editor\Data\Resources\ScriptTemplates. Every edit…  ( 4 min )

Learn blockchain without the crypto-bro jargon. This is your gateway to becoming a builder in the Arbitrum Hackathon. 🧱 What Is Blockchain (Without the BS)? At its core, blockchain is: A global database that no one owns. Immutable — once a record is added, it can't be changed. Updated via code (smart contracts), not people or banks. Built for trustless transactions. No middlemen needed. No need to trust a CEO, just trust the code. 🧠 Enter Ethereum: The Programmable Blockchain Then came Ethereum, which changed everything by allowing developers to create smart contracts. A smart contract = code that runs exactly as programmed on the blockchain. No backdoors. No downtime. Real-world examples: A contract that pays someone automatically when a job is completed. A voting system where no one ca…  ( 4 min )

Some claim that AI will soon replace us because it can code better than we can. Already, the current models of AI, not necessarily the ones that you purchase Barack Obama If you believe that, it's better to stop reading this article. Don't waste your time. AI is a useful assistant that helps us work much faster — true. But it’s not a replacement. Of course, the way we work has changed. We need fewer people focused solely on typing out code without understanding the bigger picture. Instead, we need more people who can design systems, think at a higher level about components, understand system architecture, follow programming best practices, and still be able to fix deep issues in AI-generated code. I’m sure you’ve already heard of vibe coders: Someone who generates code by repeatedly prompt…  ( 9 min )

Introduction Misconfigured Amazon S3 buckets are a leading cause of accidental data exposure in the cloud, resulting in regulatory fines, reputational damage, and costly data breaches. In this lab, we will look at a scenario that uses AWS Config and AWS Systems Manager Automation to automatically detect and remediate Amazon S3 buckets when Public Access Block settings are disabled. If Block Public Access is disabled on a bucket, either accidentally or unauthorized, AWS will automatically detect the non-compliant configuration and restore the secure settings. An AWS account with an IAM user that has AdministratorAccess. First, we create a non-compliant S3 bucket. (Since this lab tests for missing Block Public Access settings, start by deliberately misconfiguring a bucket): Log in to the A…  ( 5 min )

ReactJS is one of the most popular JavaScript libraries for building user interfaces. It is widely used by startups, enterprises, and product teams across the world. To keep up with the changing trends and growing applications, it’s important to follow updated development techniques. A professional React JS Development Company will always follow certain coding standards to ensure apps are scalable and easy to maintain. In this blog, we will look at the top ReactJS best practices every developer should follow in 2025. 1. Keep Components Small and Focused 2. Use Functional Components and Hooks 3. Organize Folder Structure 4. Use TypeScript with React 5. Avoid Prop Drilling 6. Write Reusable Components 7. Use Meaningful Naming 8. Use ESLint and Prettier 9. Handle Errors Gracefully 10. Keep Dependencies Updated Conclusion hire ReactJS Developers who follow modern standards and practices.  ( 5 min )

This tutorial was originally published on IBM Developer by Niranjan Khedkar Retrieval-Augmented Generation(RAG) improves how AI models find and generate relevant information, making responses more accurate and useful. However, as data grows, fast and efficient retrieval becomes essential. Traditional search methods such as brute-force similarity search, are slow and do not scale well. Hierarchical Navigable Small World (HNSW) is a graph-based Approximate Nearest Neighbor (ANN) search algorithm that offers high speed and scalability, making it a great fit for RAG systems. This tutorial explores how HNSW enhances retrieval in AI applications, particularly within IBM’s AI solutions. This tutorial also provides a step-by-step implementation guide and discusses optimizations for large-scale use…  ( 3 min )

A developer should master at least one programming language and have a basic understanding of others. Working on an empty stomach isn't ideal — but being overly full is even worse. Equip yourself with tools and setups that enhance your productivity and provide comfort. Always try to fix your own mistakes first. Make sure to get enough sleep. Exercise regularly and quit bad habits — your physical health directly affects your performance.  ( 3 min )

Table of Contents Introduction What is the find Command? Core find Commands Real-World Scenario: find Command Conclusion Let's Connect Welcome back to Day 14 of this practical Linux challenge! Today, we are diving into one of the most useful Linux commands: find. This command helps you search for files and folders fast, flexible, and powerful. find Command? The find command is used to look for files and directories in your system based on conditions like: Name Size File type Date modified User ownership And more... This is especially useful in production environments where systems grow large and messy fast. find Commands Basic Syntax for find is find [path] [condition] [action] # Example find /home -name "file.txt" - # This searches for file.txt inside the /home directory. …  ( 4 min )

AWS Lambda is a go-to service for building scalable, event-driven applications — but with great (serverless) power comes great responsibility. Here are some practical security best practices to keep your Lambda functions secure in 2025: ✅ 1. Use the Principle of Least Privilege Create dedicated IAM roles for each Lambda function. Grant only the permissions required for that function to operate. Use IAM policies with explicit allow/deny for tighter control. 🔐 2. Secure Environment Variables Instead: Use AWS Secrets Manager or SSM Parameter Store to securely manage credentials, API keys, and tokens. Access them during function runtime using IAM roles. 🌐 3. VPC Integration for Sensitive Resources Place it inside a VPC for better network isolation. Use private subnets with minimal internet exposure. Attach VPC endpoints for secure AWS service access. 📊 4. Monitor and Log Everything Amazon CloudWatch Logs for tracking function output and errors. CloudWatch Metrics to monitor: Invocation counts Duration Throttles and errors Optionally, integrate with AWS X-Ray for tracing. 📦 5. Enable Versioning and Aliases Use Lambda versioning to avoid overwriting stable code. Use aliases (like dev, prod) to route traffic between versions easily. Helps in rollbacks and gradual deployments. 🚀 Get Started Start applying these best practices today to make your AWS Lambda functions secure, resilient, and production-ready in 2025.  ( 3 min )

React has stood the test of time ⏳, as we move into 2025, integrating AI tools into development workflows is becoming the new standard. Here’s a breakdown of the ultimate React + AI stack to keep your projects bleeding edge 🔧: 🛠 Core: React + TypeScript 🌟 🛡️ Meta Framework: Next.js 👉(The GOAT🐐) The go-to framework for React development with routing, API management, and performance optimizations built-in 🔄. shadcn/ui offers accessible and reusable components out of the box 🏢. 📚 State Management 💡 Declarative animations, gesture support, advanced motion features 🌈, seamless transitions, physics-based animations 🚀, and customizable motion paths ✨. 📃 Forms: Tanstack Form 🛣️ Fast, intuitive, and Zod-friendly for schema validation 📊. 💳 Database: Supabase 💾(just firebase with less marketing~) 🌐 Mobile Development: Flutter 📲 Cross-platform development with a rich set of customizable widgets 🎨. 🔧 Component Development: Storybook 📷 🛠 Hosting: Vercel 🌟(Just aws with a pretty UI and a heaven-forsaken pricing plan) 🤖 AI-Powered Tools 🔎 🖊️ Design-to-Code: Visual Copilot 👁🖨 Context-aware code completion and smart terminal integration 🛠️.(like he can understand your code and create features following your pattern of implementing tasks) 🛠 Prompt-to-Build: Bolt 🔋 He turns text descriptions into working React applications instantly 🔍. Real-time previews, debugging, and one-click deployment 🚀. **🚀 Final Thoughts 🌟 **This stack leverages the best of React and AI to supercharge your development process 💪. Whether you’re building a small prototype or scaling a large application, these tools offer flexibility, speed, and power 💻.  ( 4 min )

Abstract: Open source grants are transforming the landscape for developers by providing essential financial support while nurturing innovation and sustainability in open source projects. This post explores the concept of open source grants, their ecosystem, core benefits, practical applications, challenges, and future outlook. It also integrates insights from related articles and authoritative sources, illustrating how grants can empower developers to maintain and advance open source projects. Open source development is a collaborative marvel that drives innovation, codes transparency, and the free exchange of ideas. Yet, many talented developers struggle to balance community contributions with other life or professional responsibilities. Here, open source grants play a crucial role by of…  ( 8 min )

In this post I want to briefly describe the usage of Isomorphic-validation, a javascript validation library that was intended to be used on the client and server side and make the process of validating user input seamless across your application. In the two previous posts I covered some aspects of using this library on the client side by creating a sign-in and sign-up form: Part 1 Part 2 Here I will show why this library is actually isomorphic. I'm going to incorporate that sign-in and sign-up examples into a simple Node.js application. If you want to run this project locally it is there: View on Github 0. Setting up the project First, I created the following folder structure: . ⊟── public │ ⊞─── bundles │ ├── signin.html │ ├── signup.html │ └── style.css ├── repositor…  ( 10 min )

Photo by Fujiphilm on Unsplash I am currently experimenting with scrapers and news APIs as part of my programming journey. While brainstorming options, I stumbled upon two notable services: Finlight.me and Newsapi.org. Both offer intriguing possibilities, but they cater to slightly different needs. Here’s what I’ve discovered while exploring these platforms. Newsapi.org is a well-known name in the world of news aggregation APIs. It’s been around for a while, and its established features make it appealing. However, it does have some limitations, especially for someone like me who’s testing and learning. Article Search and Live Headlines : Great for searching articles and getting live top headlines. Access to Historical Data : Articles up to a month old can be searched, though the free tier …  ( 4 min )

Introduction Implementing a tracking feature on your website can enhance user experience by allowing responders to generate routes based on inputted phone numbers. This article will guide you through the process of incorporating this functionality, enabling efficient tracking and response. Understanding the Need for Tracking Features In today's digital landscape, effective communication and timely responses are crucial for customer satisfaction. By enabling users to input their mobile phone numbers for tracking, you provide them with the ability to receive real-time updates and assistance. This feature is particularly relevant for services requiring a swift response, such as emergency services or delivery management. Moreover, adding a tracking component significantly improves your website…  ( 5 min )

🔢 Does addition sometimes confuse you? 👧 Ideal for students who are just starting out with maths. ✅ 100% free and accessible from any device. https://calculadoradealiciapro.com.mx/  ( 3 min )

Another note app? In the past we've looked at, and used, Obsidian and Joplin. While both are great note-taking apps I'd been looking for one that had a responsive webui and possibly the ability to use a local LLM like Ollama or Exo. Blinko is a little like a callback to Mem but self-hosted and able to use local LLM's, adding a level of control over your data. This guide will be a quick setup using Docker, with a few tweaks to avoid a few headaches in getting things working with Ollama(or any AI). While there is an install.sh script that works, I tend to prefer having a docker-compose.yml file with a few tweaks to bolster security. Below are the contents of that docker-compose.yml file. Note the lines that have changeme in them, these need to be unique. For those who don't already have a …  ( 5 min )

Como Criar um Script Python para Ler Scripts Grandes do SQL Server Gerados no SQL Management Studio Recentemente precisei trabalhar com alguns scripts grandes de SQL Server. Isso se mostrou um grande desafio, especialmente quando você precisa analisar ou manipular esses scripts automaticamente. A solução que encontrei foi usar um script Python para ler e processar esses arquivos. Isso facilitou o gerenciamento e a análise de dados de maneira eficiente. Neste artigo, vou compartilhar como criei um script Python que lê grandes arquivos SQL gerados pelo SQL Management Studio (SSMS). Atenção: se você ainda não tem o Python instalado no seu computador, considere ler o artigo abaixo para instalá-lo: Como instalar o Python no Windows, Linux e Mac Python 3.x instalado em seu sistema. Conheciment…  ( 10 min )

For decades, the promise – and the anxiety – surrounding artificial intelligence has centered on automation. A future where machines handle the mundane, freeing humanity for higher pursuits. But a quiet revolution is underway. The most insightful minds in AI are now arguing that how we build and deploy AI is far more critical than what it can do. The next wave isn’t about replacing us; it’s about amplifying the uniquely human qualities of reasoning, ethical judgment, and contextual understanding – a conscious partnership designed for symbiotic outcomes. This isn’t simply a technical challenge; it’s a fundamental re-evaluation of our relationship with intelligence itself. The early narrative of AI was dominated by efficiency. Faster data processing, more accurate predictions, lower costs. T…  ( 7 min )

How many times have you seen someone build a beautiful MVP with all the cloud bells and whistles… only for it to flop? The product had everything. Lambda functions are buzzing. API Gateway routes are neatly mapped out. Cognito user pools are locked down. Files in S3, served globally via CloudFront. Data in DynamoDB. Logs in CloudWatch. IAM policies are crafted like a government document. The architecture diagram looked like a subway map during rush hour. And yet, no one used it. Zero traffic. Zero users. Zero impact. The hard truth? You don’t need AWS to build something users love. There’s a subtle poison running through the modern indie dev and startup ecosystem: overengineering. It usually starts innocently. You read a few posts on Hacker News. Watch a couple of YouTube videos from cloud…  ( 6 min )

I Just Deployed My First App with GitHub Actions! Here are 6 things I wish I knew earlier 🧵 Setting up CI/CD for the first time can feel like a maze — especially when you’re excited to automate but aren’t sure what bumps are waiting along the way. After deploying my Laravel API app using GitHub Actions, here are 6 key lessons that apply to any tech stack. CI/CD Isn’t Just About Automation — It’s About Resilience The goal of CI/CD isn’t just “automatic deployments.” It’s about building confidence in your deployments and being ready when things go wrong. Set up your pipeline to be predictable, repeatable, and easy to debug — because someday, it will break. ✅ Automate to recover, not just to deploy. Don't Cache Config Before .env Is Ready If your pipeline runs php artisan config:cache (o…  ( 4 min )

A Complete Understanding of Basis Path Testing We have repeatedly emphasized the importance and necessity of software testing during development and real-life runtime cycles. Path testing, a key process in the testing procedure, is often used in designing test cases. It is a structural testing technique that uses the program’s source code to identify every possible executable path. This helps detect errors and bugs along defined program routes. In this article, we will explore a specific approach to path testing known as the Basis Path Test and its nuances. Basis path testing often referred to as structured testing, is a white box testing method (testing the software’s internal programming, structure, etc.) used to design test cases. It is performed based on the control-flow graph or log…  ( 5 min )

Creating a well-structured grid layout in HTML can be a vital part of web development. You might be looking for ways to implement a grid layout while ensuring that each row is visually distinct by having full row borders, rather than just borders around individual cells. In this article, we will explore how to achieve this effectively. Understanding the Grid Layout The CSS Grid Layout is a powerful tool that enables developers to create complex web layouts with ease. The problem you've encountered arises when attempting to give a clear separation between rows using borders without affecting the individual cells. Instead of applying borders to each cell, we need a different approach to make the entire row's border visibly distinct. A traditional method of creating a grid is through the use …  ( 4 min )

I. Vitalik's Ethereum Simplification Plan: From "Functionalism" to "Minimalism" II. The Tug - of - War Between Simplicity and Functionality III. Layer2 Battleground: Why Are Ethereum's "Clones" Experiencing In - fighting? Power Game: What Happened to Decentralization? The core controllers of top Layer2s (like Arbitrum) remain in the hands of development teams, causing users to fear a "comeback of centralization." Token economy malfunction: ARB and other tokens plummeted on launch. Instead, Coinbase's Base chain rose by "not issuing tokens and focusing on social features." External Rivalry Intensifies Solana attracts users with its 'second-level transactions,' while TON grows rapidly using Telegram's 900 million users. Ethereum's Layer2s are trapped in homogeneous competition: issuing p…  ( 4 min )

The Robo 9 company introduced the Robonine V0 Research Robot. The robot is designed for research labs, schools, universities, and robotics enthusiasts. The Robonine V0 is a modular, affordable platform designed to inspire hands-on learning and innovation in STEM. ROS (Melodic, Noetic, Foxy) LeRobot (available via Hugging Face) Mobile Aloha (see mobile-aloha.github.io) Pi0 (Physical Intelligence’s Pi0 module) ● Manipulators: Two arms, each with 7 degrees of freedom, enabling flexible and precise movements. Payload Capacity: Each manipulator can handle a payload of up to 3 kg, suitable for manipulating tools, sensors, and experimental components. Reach: The manipulators extend up to 650 mm, providing ample reach for various applications. Height: The robot stands at 1400 mm, ensuring compatibility with standard laboratory and classroom environments. Mass: Approximately 35 kg, balancing portability with stability. Mobility: Equipped with a wheeled base for easy navigation in dynamic workspaces. The Robo 9 features a sleek, vertical frame with a black and silver color scheme, designed for both functionality and aesthetics. Its wheeled base allows for mobility, while the dual manipulators with claw-like grippers are optimized for precise handling of ● Research Laboratories: Facilitating experiments in robotics, automation, and human-robot interaction. Schools and Universities: Supporting STEM education through hands-on learning and project-based coursework. Enthusiasts: Providing an affordable and customizable Expected date release: October 2025. Price will start from $3900 for basic KIT.  ( 3 min )

Introduction Building a robust real-time chat system in a Laravel application can be time-consuming and complex. That’s why I created Wirechat — a Laravel Livewire chat package designed to simplify this process with easy integration and powerful customization. Whether you need private 1-on-1 chats or dynamic group conversations, Wirechat has you covered. This blog post will guide you through the installation process, setting up prerequisites, and even starting your first conversation using Wirechat. Let’s dive in and get started! Installation Steps Install Laravel Project If you haven't already, create a new Laravel project: composer create-project laravel/laravel wirechat-app cd wirechat-app Set Up Authentication Wirechat requires user authentication. You can set this up using Lara…  ( 4 min )

If you’re beginning your journey into the world of programming, one of the first languages you’re likely to encounter is Java. Known for its versatility, stability, and long-standing presence in the software development world, Java remains a top choice for both beginners and experienced developers. But what is Java, really? And why has it stood the test of time? Let’s explore the fundamentals of Java in a simple, beginner-friendly way. At its core, Java is a high-level, object-oriented programming language. It was developed by Sun Microsystems in the mid-1990s and is now owned by Oracle Corporation. Since its inception, Java has played a major role in shaping the software industry. The philosophy behind Java can be summed up in one powerful slogan: “Write once, run anywhere.” This means t…  ( 5 min )

La REPUVE Consulta Ciudadana es una herramienta poderosa que permite a los ciudadanos mexicanos verificar el estatus legal de un vehículo en cuestión de minutos. La REPUVE Consulta Ciudadana no discrimina por ubicación. Conozcamos a Juan, un mecánico de 35 años en Puebla. En 2025, el robo de vehículos sigue siendo una preocupación en México. Usar la REPUVE Consulta Ciudadana es tan fácil como pedir un café. Sin reporte de robo: El vehículo está limpio. Con reporte de robo vigente: Evita este vehículo a toda costa. Recuperado: Fue robado pero ya está en manos legales. Además, el reporte incluye datos técnicos como cilindros, número de puertas y planta de ensamblaje. Lo mejor de la REPUVE Consulta Ciudadana es que no cuesta un peso. Comienza Ahora y protege tu inversión hoy mismo. La REPUVE …  ( 6 min )

Abstract: This post explores the evolving landscape of funding for open source software. We review traditional methods—from donations and grants to corporate sponsorships and crowdfunding—and examine emerging models like license tokenization and blockchain integration. We discuss the background, core concepts, practical uses, challenges, and future outlook for financing open source projects. In doing so, we shed light on resources such as license-token.com’s funding strategies and highlight how these mechanisms drive technical innovation and community sustainability. Open source software has transformed the landscape of technology, enabling collaboration, innovation, and transparency across the globe. However, supporting and sustaining these projects presents a funding challenge that has …  ( 8 min )

Routing là một phần cực kỳ quan trọng khi phát triển các ứng dụng ReactJS dạng SPA (Single Page Application). Nếu bạn từng tự hỏi vì sao chỉ với một file HTML duy nhất, ứng dụng React vẫn có thể “chuyển trang” mượt mà, thì đây chính là bài viết dành cho bạn. 1. Routing trong React là gì? Routing trong React là quá trình điều hướng giữa các trang (hoặc component) khác nhau mà không cần reload lại toàn bộ trang web. Đây là một đặc trưng nổi bật của các SPA, giúp tăng trải nghiệm người dùng và tối ưu hiệu suất. Vậy vì sao cần dùng routing? 2. React-router-dom React-router-dom là thư viện phổ biến nhất để xử lý routing trong ứng dụng ReactJS. Nó cho phép điều hướng linh hoạt giữa các trang, dễ dùng và mạnh mẽ. Cách cài đặt: npm install react-router-dom 3. Các thành phần chính trong React R…  ( 5 min )

Creating a responsive Flutter web app requires handling different UI layouts for large screens and mobile devices effectively. In this article, we will learn how to show navigation options in the AppBar for larger screens and move them to a Drawer for mobile devices. This is an essential practice in building user-friendly web applications. Let’s dive into how we can implement this functionality correctly in Flutter. Understanding the Problem You are facing an issue where the drawer icon appears on both large and small screens, which is not the desired behavior. This is a common challenge among Flutter developers, particularly when transitioning from mobile app design to web app design. The goal is to display the navigation items directly within an AppBar on larger screens while keeping the…  ( 5 min )

In the world of web development, serverless architecture has emerged as a game-changer. It allows developers to build and run applications without having to manage the underlying servers. With serverless, the cloud provider automatically handles the infrastructure, scaling up or down based on demand. This means that developers can focus more on code and less on managing servers, reducing operational overhead. What is Serverless Architecture? Major Cloud Providers Offering Serverless: AWS Lambda - One of the most popular serverless computing services that allows you to run your code without provisioning or managing servers. Google Cloud Functions - Similar to AWS Lambda, this platform allows you to deploy functions in a fully managed environment. Azure Functions - Microsoft’s serverless sol…  ( 5 min )

Article credit: Signo Labz. Original link: https://blog.signolabz.com/post/installing-safeline-waf-on-synology-nas-zce54r In this post, I will explain the basic setup of the SafeLine WAF free edition on a Synology NAS. I am assuming that you already have some general knowledge on how to install a docker stack on a Synology NAS, otherwise I can highly recommend to visit mariushosting.com, where Marius wrote some very helpful guides on how to use the container manager and also Portainer etc.. Furthermore, the automatic certificate creation in SafeLine WAF, requires port 80 to be free on the NAS. Make sure that the port is not used by any other application, otherwise certificate generation will fail with the error that port 80 is already in use. The first step is to create a folder in the lo…  ( 4 min )

Catalysis is making it easier than ever to build and run powerful decentralized services. Whether it’s AVSs, BVSs, or DVNs, it takes care of the hard stuff like security and infrastructure so developers can focus on what matters. With tools like the Catalyst SDK and CLI, plus strong support from big investors and a growing community of builders and node operators, Catalysis is quickly becoming a major player in the space. And we’re still early. There’s so much more coming — and I’ll be here to share every update, every milestone, and every breakthrough as it happens. Stick with me — we’re watching something big unfold. 👀🚀 Big shoutout to all my active readers!!!  ( 3 min )

AIOps vs Traditional IT Overview comparison As infrastructure has evolved from monoliths to microservices spread across multiple clouds, our approach to monitoring and maintaining these systems needs to evolve too. Enter AI in IT monitoring - a fundamental shift in how we detect, diagnose, and resolve issues. Let's dive into why traditional approaches are falling short and how AIOps is changing the game. Modern infrastructure has pushed traditional monitoring approaches beyond their breaking point. Here's why: Traditional Monitoring Approach: 1. Set static thresholds for metrics 2. Generate alert when threshold crossed 3. Human investigates alert 4. Human determines root cause 5. Human implements fix This worked fine when: Applications ran on a few physical servers Infrastructure chan…  ( 4 min )

Detecting mouse events in a terminal interface using ncurses can initially seem challenging, especially when you want to execute a function continuously while a button is held down. In this article, we'll discuss how to leverage ncurses for mouse event handling in C++, specifically focusing on how to detect whether the left mouse button is held down and then call a function like foo() repeatedly until the button is released. Understanding Mouse Events with ncurses The ncurses library provides support for mouse events, which allows developers to create interactive console applications. When working with mouse events in ncurses, we mainly use the MEVENT structure to capture mouse input. As you mentioned, you can use event.bstate & BUTTON1_PRESSED to check when the left mouse button is presse…  ( 5 min )

AI has been getting a lot of attention lately—and yeah, some of the buzz is overhyped, but there’s also something real going on. From my own experience as an engineering manager, I’ve seen how AI can free up time, speed up prototyping, and help devs focus more on what they actually enjoy doing—solving problems, shipping great products, learning new stuff. I get that some people are worried AI will take their jobs. Honestly, I don’t think that’s the right question. It’s less about “Will AI replace me?” and more about “How can I use AI to level up and stay ahead?” Here are five ways I’ve seen AI help software engineers do just that. You know that feeling when your calendar's a mess, you’ve got three tickets on the go, and you're still getting pinged every five minutes? A few of my team membe…  ( 5 min )

You can run a private Docker registry using Cloudflare R2 as your storage backend, in this tutorial we're going to configure it in a Kubernetes cluster. First, we need to create a R2 bucket where we'll store the Docker images. We also need an API access key and secret key to access the bucket. Once we have created the bucket and have both keys, we create a secret. vi registry-secrets.yaml apiVersion: v1 kind: Secret metadata: name: r2-secret type: Opaque data: ACCESS_KEY_ID: ACCESS_SECRET_KEY: And we apply the configuration. kubectl apply -f registry-secrets.yaml Once we've applied the secrets, we create the Registry deployment. vi registry-deployment.yaml Here is an example of the deployment, you should change some values t…  ( 4 min )

If you are new to online games and want to try something easy, fun, and rewarding, the 91 Club Game is a great place to start. Many beginners choose this game because it is simple to use and offers many exciting features. In this article, you will learn why the 91 Club Game is perfect for new players and how you can enjoy it from the start. Easy to Understand Gameplay One of the main reasons why beginners love the 91 Club Game is that the gameplay is very simple. You do not need any special skills or advanced strategies. The game provides clear instructions and an easy-to-follow interface that helps you get started quickly. Even if you have never played an online game before, you can start enjoying 91 Club in just a few minutes. No Confusing Rules Unlike other games that have complex r…  ( 6 min )

(with apologies to Neil Young) tl;dr - a story is told about how the author tests a module against a third-party web API when that service is not always available and without leaking sensitive authentication tokens You find yourself to be an aspiring CPAN author of a web API and as a righteous follower of Test Driven Development you want to write tests to verify that your API works as advertised. Testing is a big part of Perl culture, so a skeleton module usually comes with a t/ directory to hold your tests. Once uploaded to CPAN, the CPAN Testing Service will run your tests on every OS and version of Perl possible, but you shouldn't require an active network connection on either end. After all, has your API failed because the end service is down for annual maintenance or the local interne…  ( 5 min )

Introduction When integrating Google OAuth for authentication in your application, you might encounter various errors. One common issue is the ERROR 403: Google disallowed user agent, especially if your code works perfectly on Android but fails on iPhone. This error message usually indicates that Google is rejecting the request due to the user agent string that your app is sending. Let's explore why this happens and how to fix it. Understanding the Issue The ERROR 403: Google disallowed user agent typically occurs when Google’s servers identify an untrusted or unsupported user agent accessing their OAuth service. User agents represent the application type, operating system, vendor, and version of the browser, and if the string does not match Google's expectations or security policies, the …  ( 5 min )

As a softwar developer, choosing the right language and tools can make a huge difference in how efficiently you build, maintain, and scale applications. While Node.js is widely adopted in the backend world, I personally prefer Go (Golang) for several key reasons. Here's why. Go is a compiled language with built-in support for concurrency through goroutines and channels. Whether it's handling multiple HTTP requests or processing data-heavy tasks, Go offers consistent and high performance with minimal memory overhead. Its lightweight concurrency model is often simpler and more efficient than JavaScript’s event loop and async/await system. Go is statically typed, which helps catch errors early during compilation. In my experience, this leads to more robust code and reduces the kind of silent …  ( 4 min )

How We Built Delta Executor: Mobile-First Roblox Script Execution Roblox's scripting ecosystem has exploded in recent years — and so has the need for tools that empower developers to understand, test, and interact with Lua-based environments. At DeltaDevs, we created Delta Executor, a performance-first, cross-platform executor tailored for Roblox scripts on Android and iOS. Many tools in the Roblox ecosystem are outdated, unsupported, or overly complex for mobile users. Delta Executor solves that with: Script execution that’s stable across devices A secure framework with memory-safe design Keyless access for paid users (and fair key-based access for free users) Smooth compatibility across Android, iOS, and emulators for PC We built it from the ground up to handle the latest anti-cheat systems Roblox introduced in 2025. Here’s how we bypassed them. -- Delta Executor Example print("Hello from Delta Executor on Mobile!") You can load, run, and debug scripts just like this on mobile devices using our tool. Full support for popular script libraries and obfuscation is built in. While built for mobile-first use, Delta Executor also runs on Windows using emulators like BlueStacks or LDPlayer. Want to see how it works? Visit our Executor Overview Page. We're also opening up SDK access for vetted contributors and curious reverse engineers. Apply at deltadevs.net/developers We built Delta Executor with security transparency at the core. If you've seen antivirus warnings, you're not alone — many executors trigger false positives. Here's why. Official Website FAQs Script Submission Fix Guide: Executor Not Opening Delta Executor is more than an exploit tool — it’s a research sandbox for scripters, hobbyists, and curious minds working within the Roblox engine. We hope this adds value to others building tools around Lua, mobile execution environments, and anti-cheat resistance. Got thoughts? Drop your feedback or reach us via our Discord.  ( 3 min )

In tech, we’re wired for growth—more velocity, more releases, more impact, more headcount. But lately, I’ve been asking myself: Where does it stop? I’ve led high-performing teams, shipped at scale, climbed the ladder. But with each new role, I noticed a pattern—what looked like “success” on paper often came with hidden trade-offs: less time with family, more stress, fewer pauses to reflect. We’re told to aim for the next title, the bigger compensation package, the unicorn IPO—as if each step up will quiet the internal noise. But it doesn’t. Even at the top, many feel like they’re still chasing something just out of reach. And here’s the kicker: when wealth and power concentrate, whether in tech or society, others get squeezed. I’ve seen brilliant engineers burn out, not because they weren’t good enough—but because the system kept telling them they had to want more. But what if the real clarity doesn’t come from achieving more—but from needing less? Less chaos. I’ve found meaning in simpler things—mentoring a junior dev, walking outside between meetings, unplugging for dinner with my kids. These aren’t productivity hacks. They’re sanity savers. Because underneath the frameworks and sprint goals, we’re just part of something bigger—organic, changing, deeply human. The atoms in our bodies? They were once stars. Literally. We are nature. And like nature, we’re not meant to scale infinitely. So here’s a quiet question I’m sitting with—and maybe you should, too: 🔍 Is your pursuit of “more” giving you peace—or quietly taking it away?  ( 3 min )

📍 Problem description You have two applications: App 1 → deployed on Server A, port 80 App 2 → deployed on Server B, port 80 When you try to configure both behind SafeLine WAF, you get the error: Duplicate applications detected on port 80: * The reason for this error is: SafeLine allows only one listener on port 80 on the frontend. ⸻ ✅ How to solve it Since SafeLine currently does not support path-based routing, the only supported solution is domain-based routing. ⸻ Use different domain names (recommended) For example: App 1 → app1.example.com → Server A:80 App 2 → app2.example.com → Server B:80 In SafeLine: Configure one listener on port 80 Set routing rules based on the Host header (domain name) to forward traffic to the correct backend server. This way, SafeLine knows exactly which application the request is meant for. ⸻ ⚠️ Why you can’t use multiple port 80 listeners or path-based routing SafeLine can only bind to port 80 once on the frontend. Multiple port 80 listeners will always result in a duplicate port error. Path-based routing (/app1, /app2) is currently not supported in SafeLine. ⸻ 🚀 Summary recommendation ✅ Use different domain names and set up Host-based routing in SafeLine. ⸻ SafeLine Website: https://ly.safepoint.cloud/ShZAy9x https://github.com/chaitin/SafeLine https://discord.gg/dy3JT7dkmY  ( 3 min )

There is a 2-layer JSON string with multiple dynamic key values in the lower layer, excluding set/array types. {"Games": {"key1": "value1", "key2": value2,"key3":value3}} Now we need to transform the lower layer into a set of multiple layers. {"Games":{"AllGames":[{"key1":["value1"]},{"key2":["value2"]},{"key3":["value3"]}]}} SQL itself does not support multi-layer data, making it more difficult to express multi-layer sets, and the indirectly implemented code is very complex. SPL naturally supports multi-layer data and multi-layer sets: Try.DEMO A2: Take the lower-layer data (one record), change the type to a set of records, and then transpose it to a two-layer sequence. […] represents a set, function E can convert a set of records into a two-dimensional sequence, and @ p represents transposition during conversion. new(new(…:AllGames):Games) Add two layers of record types on top of a multi-layer set to construct the target table sequence. esProc is free. Download~~  ( 3 min )

Welcome to the final part of our SafeLine WAF series! So far, you have set up SafeLine and configured it for your environment. Now, it’s time to test your protection, finalize your Docker installation if necessary, and troubleshoot any issues that may arise. This will help you maintain a robust and reliable WAF deployment. You can test the protection effectiveness either manually or automatically. Access your website using the parameters configured in SafeLine WAF: Open your browser and visit: http://: / The default protocol is HTTP; check the SSL option to use HTTPS. The hostname can be either the SafeLine IP or your website domain (make sure the domain resolves to SafeLine). The port is the one you configured in SafeLine for the site. If your website is not accessible, please refer to the Configuration Issues section. Try these URLs to simulate attacks and confirm SafeLine blocks them: SQL Injection: http://: /?id=1%20AND%201=1 XSS Attack: http://: /?html=alert(1) If SafeLine blocks these, you’ll see the attack prevented in your browser and logged in the dashboard. ✅ sudo yum update If you get errors like “Could not resolve host” or mirrorlist failures, add Alibaba Cloud repo: curl -o /etc/yum.repos.d/CentOS-Base.repo http://mirrors.aliyun.com/repo/Centos-7.repo sudo yum install -y yum-utils sudo yum-config-manager --add-repo http://mirrors.aliyun.com/docker-ce/linux/centos/docker-ce.repo sudo yum -y install docker-ce docker-ce-cli containerd.io sudo systemctl start docker If you get x509 certificate errors when pulling images, it’s likely a system time or certificate issue. Check your system time: date If it’s wrong, sync time with: sudo yum -y install ntpdate sudo ntpdate cn.pool.ntp.org  ( 4 min )

Now that we've confirmed Docker is installed and running (Part 1), let's test the setup by running a simple container. This will verify that Docker can successfully download images and run containers. The Hello World Container Docker offers a lightweight "hello-world" image specifically designed to test Docker installations. This minimal container confirms that: • The Docker client can connect to the Docker daemon. 1.Let's run this test container with the following command: docker run hello-world • Check if the hello-world image exists locally This message confirms that your Docker installation is working correctly. After running the hello-world container, let's check the list of containers on your system. The container we just ran has already exited, but we can still see it in the list of all containers. 2.To see all containers (including stopped ones), run: docker ps -a The -a flag shows all containers, including those that have stopped. Without this flag, docker ps would only show running containers. STATUS column shows "Exited (0)", which means the container completed its task and exited with a status code of 0 (indicating success). The hello-world image was downloaded to your local machine. Let's verify this by listing all Docker images: docker images This confirms that the hello-world image is stored locally on your system. LinkedIn: https://linkedin.com/in/kamrul-dev https://github.com/kamrul-dev Related Keywords: Kamrul Hasan DevOps Engineer, DevOps tips by Kamrul Hasan, Kamrul Hasan Docker tutorials, Learn DevOps with Kamrul Hasan, Kamrul Hasan automation expert, Kamrul Hasan cloud and containers, CI/CD pipelines by Kamrul Hasan, Kamrul Hasan Kubernetes & Docker,  ( 4 min )

The world of online dating has changed dramatically in the past few years — and artificial intelligence (AI) is playing a major role in that transformation. One emerging trend is AI dating pictures: profile photos generated or enhanced by AI to help users present their “best selves” on dating apps like Tinder, Bumble, Hinge, or even social media platforms. But what exactly are AI dating pictures, and are they a good idea? Let’s break it down. ** ✅ Generated entirely by AI — using tools like AI portrait generators or avatars based on your real face. ✅** Enhanced or edited by AI** — improving lighting, removing blemishes, sharpening features, or even subtly reshaping facial features. These photos aim to make you look more appealing without the need for professional photoshoots or heavy manua…  ( 4 min )

Most services — including social networks — offer APIs that allow third-party programs or tech-savvy users to perform actions that would normally be manual and tedious, all through code. Let’s imagine I’m blocking people on BlueSky, and I want to know if another account has blocked the same people as I have. I would need to: Retrieve my own block list Retrieve the block list of the other account And for each name, check if it's present in both lists. It’s not impossible to do — at least on BlueSky, since everything is public. But it’s a massive pain. Another example: imagine I want to block everyone who liked a post (say, because it’s a post praising Kubernetes and I don’t like Kubernetes). Here’s what I’d have to do: Find the post Retrieve the list of people who liked it Block them one by…  ( 7 min )

Troubleshooting Lag and Crashes in Swift's Camera App When developing a camera app in Swift, you may encounter issues with the startRecording function, such as lagging or crashing. These problems can result from various factors related to resource management, threading, and memory. In this article, we will explore why these issues might occur and how to effectively resolve them. Understanding the Problem The primary issue you are facing when pressing the record button is the lag followed by a crash. This occurs because the camera app attempts to perform heavy processing operations on the main thread, leading to unresponsiveness. Furthermore, the crash arises from improper handling of the GPU resources, resulting in a NSInternalInconsistencyException message about framebuffer overreleasing.…  ( 5 min )

Online learning has become a rapidly evolving educational medium that is significantly assisting students in striking a balance between work and study. In our data-driven society, the way we gain knowledge is changing. The advent of online learning has rekindled the thirst for education in many people, allowing them their pursuit of higher education alongside their current employment. Notably, the traditional full-time education model has often proved to be arduous for those who need or want to work while pursuing their studies. Advanced job markets mean that it’s essential for students to continue upskilling, but equally important is their need to maintain financial stability. This is where online learning steps into the spotlight. It offers much-needed flexibility and augments their abi…  ( 4 min )

From time to time, it's necessary to bring all dependencies up to date. Most of them update easily. Paraglide.js? Definitely not. This post is not just a dry migration guide — it’s also about the headaches, surprises, and a few decisions you’ll have to make if you’re already deep into a SvelteKit project like I am with shrtn.io. And while we’re at it: Paraglide’s approach to minimalism still makes me smile — even if it makes the docs a bit too... minimal at times. That said, version 2.0 is a huge step forward. The documentation is better, the architecture is more maintainable, and the framework independence finally feels real. But not everything is an upgrade — especially not the developer experience when removing some of the SvelteKit-specific helpers. If you're here just for the code, fe…  ( 7 min )

As modern apps shift toward microservices and cloud-native architectures, containers have become the standard for packaging and deploying software. However, running containers in production requires more than just building images—it demands scalable orchestration and intelligent management. This blog introduces container images. It explains why orchestration is essential in production environments. The blog also explores Kubernetes, the industry-standard platform for container orchestration. What Are Container Images? A container image packages app code, its runtime, libraries, and all dependencies in a predefined, portable format. This enables consistent deployment across various environments. Container runtimes—such as containerd, runC, and CRI-O—use these prebuilt images to create and…  ( 7 min )

🖋️ Introduction: Today, businesses are dealing with hybrid cloud environments, multi-vendor integrations, massive data streams, and rising end-user expectations. In this high-stakes, always-on world, even advanced automation isn’t fast enough, intelligent enough, or proactive enough. AIOps (Artificial Intelligence for IT Operations) emerges not just as a trend but as a necessity—a next-generation approach that blends machine learning, data science, and traditional monitoring to create autonomous, predictive, self-healing IT ecosystems. In this blog, we dive deep into what AIOps is, why it matters, and how it will redefine ITSM workflows in 2025 and beyond. ⚡ From Automation to AIOps: Understanding the Evolution 📚 Generative AI (Gen AI): 📚 AIOps: 🎯 Why AIOps Is No Longer Optional for Modern ITSM 🔵 Predictive Intelligence: Identify potential incidents before they impact services. 🌐 How AIOps is Transforming Core ITSM Workflows 🛡️ Why AIOps + ServiceNow = The Ultimate ITSM Stack ✅ AI-driven incident categorization and prioritization. ⚙️ Key Challenges When Deploying AIOps (And How to Overcome Them) 🔸 Data Complexity :Ensure clean, unified, and high-quality data ingestion from all sources (apps, networks, servers). ✅ Up to 70% reduction in alert volume 🔮 Future Outlook: AIOps Is Just Getting Started By 2027: More than 50% of enterprises will use AIOps platforms to automate major parts of their IT operations. 📣 Conclusion: It’s Time to Move Beyond Automation Being autonomous, predictive, and resilient—that’s the new benchmark. 📞 Ready to Embrace AIOps and Lead the Future? 🔗 Let’s talk today 👉 Follow us for cutting-edge insights into AI in ITSM, Automation Trends, and Next-Gen IT Operations. AIOps #ITSM #FutureOfIT #SmartITOps #ServiceNow #IncidentManagement #DigitalTransformation #ArtificialIntelligence #PredictiveAnalytics #Automation #TechStrategy #MJBTech  ( 6 min )

Introduction to Rust Smart Pointers In Rust, managing memory safely and efficiently is crucial for building robust applications. When working on course material that demonstrates the use of Rust’s smart pointers like Box, Rc, and RefCell, you may encounter unique scenarios, especially when implementing structures like linked lists. This article will explore a singly-linked stack and a doubly-linked deque, elucidating why the default drop implementation in Rust behaves differently for these structures. Why Choose Box, Rc, and RefCell? Before diving deep into the examples, let’s clarify the usage of each type. Box: This is a smart pointer that provides ownership of heap-allocated data. It enables recursive data structures. Rc (Reference Counted): This type allows multiple ownership of …  ( 4 min )

Most blog posts focus on using top-tier LLMs or setting up complex AI pipelines for large corporations. But what if your data is private, and you don’t have access to top-tier ML talent or massive infrastructure? In this article, we show how to fine-tune a model for mid-sized software development teams or IT support, using your own domain expertise. With Apache Answer and InstructLab, you can build a powerful, cost-effective AI solution tailored to your specific needs. InstructLab is an open-source AI community project aimed at empowering individuals to shape the future of generative AI. It provides tools for users to fine-tune existing large language models (LLMs), such as Granite, using additional data sources. This allows LLMs to continuously gain new knowledge, filling in gaps from the…  ( 6 min )

In today's fast-paced tech world, speed matters. But quality matters even more. No one wants to launch a product full of bugs or deliver a user experience that doesn't live up to expectations. That's where quality assurance (QA) comes in - not as a final check, but as an ongoing, strategic process that ensures everything runs smoothly from the start. One of the biggest mistakes companies make is putting off QA until later. By then, fixing issues becomes expensive and time-consuming. A robust QA process starts right from the planning stage. QA shouldn't be an island. Developers, designers, project managers, and QA engineers should work as a team. Communication is key. Clear documentation, shared expectations, and open feedback loops help avoid misunderstandings and missed bugs. You can't fix what you don't track. That's why a well-defined test plan is essential. It sets expectations, outlines goals, and defines what success looks like. Manual testing has its place, especially when it comes to exploratory testing or checking visual and UX elements. But automation is the backbone of a scalable QA process. Smoke tests Regression tests API testing Cross-browser checks Tools like Selenium, Cypress, or Playwright can help speed up the process. Don't overdo it with automation, though - maintaining flaky tests can slow down your team more than it helps. Pro tip: CI/CD integration Hook automated tests into your CI/CD pipeline. That way, every time new code is pushed out, it's tested instantly. Faster feedback = fewer issues in production. More in our article: https://instandart.com/blog/quality-assurance/how-to-build-a-bulletproof-qa-process/  ( 4 min )

Omit and Pick are some of the most loved utility types in TypeScript. They let you create new types by excluding or selecting specific properties from an existing type. union types, their behavior can be misleading - and in some cases, break your type expectations type Employee = { id: string name: string job_name: string } type Customer = { id: string name: string company: string } type Person = Employee | Customer ❌ Problem: Using Omit Directly type PersonWithoutId = Omit 🧨 Actual Result: type PersonWithoutId = { name: string } Only name survives. The fields job_name and company are lost. Why? not distributive over union types. It collapses the union into a common structure, then removes the property - resulting in a simplified, lossy type. ✅ Solution: DistributiveOmit We can fix this by explicitly distributing Omit across each union member: type DistributiveOmit = T extends any ? Omit : never type PersonWithoutId = DistributiveOmit ✅ Expected Result: type PersonWithoutId = | { name: string; job_name: string } | { name: string; company: string } 🧪 Same Fix for Pick type DistributivePick = T extends any ? Pick : never type BasicaPerson = DistributivePick 🧠 Summary Table  ( 3 min )

Introduction In modern web development, automating tasks can save time and reduce errors. If you're looking to dynamically import all images from a specific folder in a JavaScript project, especially in frameworks like Vue.js, you're in the right place! This article delves into how to facilitate the automatic import of images using the require.context method. Why This Issue Occurs When you're dealing with a large number of images, maintaining and updating the image list in your code can become tedious. Manually adding image paths defeats the purpose of efficiency and can lead to mistakes. This need for automation becomes especially apparent when working with dynamically loaded content, where images are regularly updated. Thus, using require.context can simplify the process, allowing you to…  ( 4 min )

In the world of modern software delivery, speed and reliability are everything. Users expect features to roll out fast — without downtime or drama. That’s where CI/CD comes in. In this blog, we’ll break down what CI/CD really is, how it powers DevOps, and walk through a real example so you can see it in action. CI/CD stands for: Continuous Integration (CI) – Automating the build and test process every time code is committed. Continuous Delivery (CD) – Automating the release of that tested code to staging or production. In simple terms: You commit code → It’s built and tested → If successful, it’s deployed automatically This approach avoids the nightmare of last-minute integration hell, ensures bugs are caught early, and allows teams to ship smaller, safer changes more frequently. Faster de…  ( 4 min )

You're shipping reports, invoices, or data exports as PDFs. And they look like they were built in 1998. That might fly internally, but the moment you're sending them to clients, investors, or partners, it reflects directly on your brand. Bad design isn't neutral. It kills trust. With reportgen.io, you can generate stunning PDFs using modern CSS, Tailwind, and Chart.js - without turning your dev team into a design agency. Here's how to go from "ugh" to "damn" in 15 minutes. If you want tight control and don't mind some manual work, you can write vanilla CSS. Think of this like hand-coding an HTML email. body { font-family: Arial; padding: 20px; } .invoice { max-width: 600px; margin: auto; border: 1px solid #ccc; padding: 20px; } <div cla…  ( 4 min )

Setting Up NVM, Node.js, and Yarn on WSL Ubuntu This guide will walk you through the complete process of setting up Node Version Manager (NVM), Node.js, and Yarn package manager on Windows Subsystem for Linux (WSL) with Ubuntu. WSL with Ubuntu installed and properly configured Internet connection Basic terminal knowledge NVM allows you to install and manage multiple versions of Node.js. # 1. Update your package lists sudo apt update # 2. Install dependencies required for NVM sudo apt install -y curl wget build-essential # 3. Download and run the NVM installation script curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash # 4. Close and reopen your terminal, or run this to apply changes immediately: export NVM_DIR="$HOME/.nvm" [ -s "$NVM_DIR/nvm.sh" ] && \. "…  ( 5 min )

When working with Terraform, managing resource dependencies effectively is key to avoiding deployment issues. Terraform is great at automatically determining the order of resource creation, but sometimes it needs a little help, this is where depends_on comes in. In this guide, we’ll explain Terraform depends_on, how to use it, when to use it, and best practices for writing clean and efficient Terraform code. Terraform’s depends_on is a meta-argument that allows you to specify an explicit relationship between resources. When you use it you can enforce an order in which resources should be created or updated. When you configure Terraform, it analyses its dependency graph to understand the relationships between different resources. This graph helps Terraform determine the order in which r…  ( 5 min )

When developing a Flutter application that targets both mobile and web platforms, managing files can get a bit tricky due to varying support for libraries like dart:io and dart:html. This article will guide you through how to effectively handle file operations in a way that works seamlessly across both platforms. Let's delve into how to structure your code to manage files appropriately using platform checks. Understanding Platform-Specific Libraries In Flutter, the library dart:io facilitates file handling for mobile applications, while dart:html serves the web platform. Importing both libraries in a single project can lead to compilation errors due to the conflicting imports. Understanding this is crucial when attempting to build apps that target multiple platforms. Building a Unified Fil…  ( 4 min )

In today's fast-paced digital landscape, beautiful design isn’t a luxury — it’s an expectation. Customers expect seamless, visually striking apps that work flawlessly across devices. That's why we are incredibly excited to unveil a game-changing upgrade for the DronaHQ community: Introducing the Figma Design Kit — a comprehensive, fully customizable design system designed to streamline the design-to-development process. Whether you're a UI/UX designer or a developer, this kit offers everything you need to build stunning, consistent, and high-quality user interfaces directly in Figma, ensuring that your designs are easily translated into DronaHQ applications. With this kit, you can maintain brand consistency, speed up your design workflow, and hand off your assets seamlessly to develope…  ( 6 min )

Installing Go (Golang) on WSL Ubuntu This guide walks you through installing Go programming language on Windows Subsystem for Linux (WSL) with Ubuntu. WSL with Ubuntu installed and properly configured Internet connection Basic terminal knowledge There are two main methods to install Go on WSL Ubuntu: This method ensures you get the latest version of Go directly from the official website: # 1. Update your Ubuntu packages sudo apt update sudo apt upgrade -y # 2. Install required packages sudo apt install -y wget git # 3. Check the latest Go version # Visit https://go.dev/dl/ for the latest version # As of May 2025, Go 1.24.2 is the latest stable version # 4. Download the Go binary package # Replace 1.24.2 with the latest version as needed # For standard Intel/AMD processors (most common…  ( 4 min )

Machine learning is everywhere these days—from the recommendations on Netflix to self-driving cars cruising down the streets. But if you’ve ever tried to dive deeper, you’ve probably come across terms like supervised, unsupervised, and reinforcement learning. It can get overwhelming, especially if you're just starting out. Let’s break it down in simple terms, without the jargon overload, so you can actually understand what these types of machine learning are all about. 1. Supervised Learning: Learning with a Teacher In supervised learning, the machine is given input data and the correct output (the “label”). It learns from these examples so that, later, when it sees new data, it can predict the right answer. Common uses: Spam detection in emails Predicting house prices Recognizing handwri…  ( 4 min )

Let’s be honest - managing database changes can sometimes feel like juggling fire. You’ve got multiple developers making updates, environments to manage, rollbacks to worry about, and let’s not forget those late-night “It worked on dev!” surprises. But guess what? There's a tool that can help you stay ahead of the chaos. It’s called Liquibase, and it's like having a helpful assistant who always remembers what changes were made, who made them, and when. Today, we're going to break it down - what Liquibase is, how it works (especially with YAML), why it's useful, and how it's being used in real projects like mux-sql. So grab your favourite cup of coffee ☕️, and let’s dive in! Liquibase is an open-source database change management tool. Think of it as version control, but for your database. J…  ( 7 min )

In the smoldering forges of Old Valyria, where data flows like wildfire and downtime is the true enemy, there sits a sovereign of steel and silicon—the MSP40. Forged in the fires of precision and armored against chaos, this managed Ethernet switch defends the Seven Realms of Industry 4.0 with the ruthlessness of Tywin Lannister and the foresight of Bran the Broken. Let us declare why this switch claims the Iron Throne of industrial IoT. Chapter 1: The Forge of Dragonstone MSP40 is no mere ironborn gadget. Tempered in the Foundries of Valyrian Steel, it wields powers unseen since the Age of Heroes: Dragonflame Resilience: Operates from -40°C to +85°C—hotter than Drogon’s breath, colder than the Night King’s touch. Why it shatters the old order: Legacy Switches: As reliable as Joffrey’s promises—crumbling under pressure. Chapter 2: The War of Five Ports The Battle of Blackwater Bay (Smart Factories): MSP40 commands robotic arms with the precision of Arya’s Needle, slashing downtime like Lannister soldiers. “Chaos isn’t a pit. It’s a 40% productivity gain,” it whispers. The Siege of Winterfell (Power Grids): Guards substations against EMP storms, steadfast as Brienne’s oath. “The North remembers… surge protection.” The Red Wedding (Traffic Systems): Halts data collisions at smart intersections, sparing cities from King’s Landing-level gridlock. “The network sends its regards.” The Words of House MSP40 Ports: 12 channels of fury—8 RJ45 knights and 4 SFP dragons. The Dragons of Innovation The Dark Threats Beyond the Wall Legacy Switches: Bloat like Robert Baratheon’s reign, guzzling budgets and sanity. The Prophecy of the Prince That Was Plugged In Epilogue: Winter is Here (And It’s Buffering) the MSP40 is to court chaos—a realm of molten slag and screaming CFOs. The night is dark and full of packet loss. References The Song of Silicon & Packets (Maester Luwin’s Tech Scrolls) Fire & Bandwidth: A History of Industrial Ethernet (Dragonstone Archives) A Clash of Latency (King’s Landing IoT Reports)  ( 4 min )

How to Design a Height Adjustment Tool Using 3D CAD Software This article outlines the process of designing a height adjustment tool from concept to digital prototype using SelfCAD. It explores how to model key components such as the adjustable shaft, locking mechanism, and base support, while emphasizing accuracy, dimensional planning, and assembly compatibility. Through this tutorial, users will gain insight into translating mechanical design requirements into practical 3D models ready for visualization or 3D printing. https://www.selfcad.com/tutorials/3a395t6eve1f4m6p4z551ar1l5x156l641k2 Once you’ve launched the editor; https://www.selfcad.com/tutorials) available on the SelfCAD website. The tutorials page provides a treasure trove of guides, tips, and tricks that cater to designers of all levels. https://www.selfcad.com/academy/curriculum/), https://www.youtube.com/@3dmodeling101, and 3D Modeling 101 series (https://www.youtube.com/playlist?list=PL74nFNT8yS9DcE1UlUUdiR1wFGv9DDfTB). This comprehensive resource offers in-depth courses taught by industry experts, allowing you to master the intricacies of SelfCAD at your own pace  ( 4 min )

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Building reproducible models' accuracy is equally essential with model performance results in today's rapidly evolving machine learning (ML) environment. The practice of tracking and managing changes to datasets through time receives insufficient attention despite the focus on selecting the correct algorithms and adjusting hyperparameters. Data versioning practice is a critical management system that succeeds or fails an entire ML project. Reproducibility and Traceability Machine learning functions best when researchers maintain the ability to reproduce their outcomes. Model result reproducibility transforms into a random guessing process when you fail to version your data. When you retrain your model, it should deliver uniform results after each dataset variation. However, imagine seeing …  ( 6 min )

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How to Design a Tape Roller Using 3D CAD Software https://www.selfcad.com/tutorials/582738p5j4xh1v3f4sz5g505x5j5x2k5w4i6 Once you’ve launched the editor; https://www.selfcad.com/tutorials) available on the SelfCAD website. The tutorials page provides a treasure trove of guides, tips, and tricks that cater to designers of all levels. https://www.selfcad.com/academy/curriculum/), https://www.youtube.com/@3dmodeling101, and 3D Modeling 101 series (https://www.youtube.com/playlist?list=PL74nFNT8yS9DcE1UlUUdiR1wFGv9DDfTB). This comprehensive resource offers in-depth courses taught by industry experts, allowing you to master the intricacies of SelfCAD at your own pace  ( 5 min )

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As a system administrator or developer, securing your Linux server is non-negotiable. In this guide, we'll set up a robust yet lightweight firewall solution combining two powerful tools: UFW (Uncomplicated Firewall) and fail2ban. This combination provides an excellent security foundation without consuming excessive system resources. UFW (Uncomplicated Firewall) lives up to its name by simplifying iptables configuration while providing comprehensive firewall functionality. fail2ban monitors log files and temporarily bans IPs that show malicious behavior, such as repeated failed login attempts. Together, they create a powerful security layer that: Controls which services are accessible Blocks brute force attacks Prevents various network-based threats Uses minimal system resources UFW comes …  ( 6 min )

Hi there, fellow developers of PHP! Have you ever noticed that searching your database takes longer than destroying coffee? And your extremely complex PHP tool is sluggish when obtaining facts? The heritage may conceal the problem: MySQL indexes that are either nonexistent or implemented incorrectly. Working with databases takes up a significant amount of our time as PHP developers. Knowledge of how to optimize such interactions is necessary for developing apps that may be fast, scalable, and easy to use. Similarly, indexing is your secret weapon when it comes to MySQL. Suppose that a database table is a vast, disorganized library. To find a certain book (or data row) in the absence of an index, one must search across every shelf. Suppose the same library's catalog is now well-structured. …  ( 7 min )

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In the journey of using Scala 3.6.4, you might encounter situations where you're trying to debug your code and use quotes.reflect.report.info to log messages. However, you may notice that the compiler output doesn’t display all the messages you expect, and it seems like Scala is deduplicating these messages, even when they are unique. Understanding the Issue The issue arises from the way Scala's compiler optimization handles logging messages. When using quotes.reflect.report.info, the compiler may decide to suppress logging information that it considers duplicate. This can lead to frustration, especially when you rely on descriptive debugging information to trace issues within your macros or templates. This deduplication feature is crafted by design, aimed at reducing noise in the error ou…  ( 4 min )

Stop Using AWS. Jonas Scholz ・ May 3 #cloud #devops #docker #startup  ( 2 min )

Introduction to Chrome Printing Issues with CSS When printing web pages, different browsers behave differently and utilize media queries in varying ways. You may have encountered a situation where your stylesheets work beautifully in Internet Explorer, applying the desired styles while printing, but you face challenges in Google Chrome. This can be frustrating, especially if your layout includes essential modifications like removing headers and footers to create a more print-friendly output. In this article, we will explore the reasons behind these inconsistencies and present effective solutions to ensure your print styles are applied correctly in Chrome. Understanding Print Stylesheets and Browsers Why Do Browsers Render Print Styles Differently? One primary reason for the discrepancy bet…  ( 5 min )

Have you ever wanted a minimal, flexible time tracking tool that respects your flow as a developer or freelancer? After building tools for clients for years, I finally built one for myself — and now I'm sharing it with you. ✅ What is TimeTracks? 🔁 Live clock-in/out ⚡️ Built on DynamoDB, Express, and JWT for speed and flexibility All data is scoped by organization, so multiple teams can track time independently — whether you're solo or running an agency. 🧱 Why I built it I also wanted: A clean API-first design TimeTracks is currently in open beta — early users will have free lifetime access. 🔧 Tech stack 🌐 Try it https://timetracks.visidra.com You can sign up, invite teammates, and start tracking time in minutes. No card required. 💬 Feedback welcome What features do you wish lightweight time tracking tools had? Would you use it to track CI/CD jobs or async workflows? Do you want integrations with GitHub, Notion, or Jira? Leave a comment or DM me — let’s build a better time tracker, together.  ( 4 min )

Introduction If you're using the Ollama library to interact with custom language models and encountering an error like model not found, you're not alone. This article will delve into the reasons for this issue, specifically with the model named hf.co/mradermacher/Llama-3.2-3B-Instruct-uncensored-GGUF, and provide actionable steps to resolve it. Understanding the Error The error message you received, ollama._types.ResponseError: model 'hf.co/mradermacher/Llama-3.2-3B-Instruct-uncensored-GGUF' not found (status code: 404), indicates that the Ollama library couldn't locate the specified model. There are various reasons this could happen: Model Availability: The model might not be available, or it might be a private repository. Version and Naming: The naming convention or version control could…  ( 4 min )

I originally posted this post on my blog. These days, Ben, one of my email subscribers, asked me a question about blogging using Markdown. Here's an edited version of his email: I have been on a journey to start a coding blog over the past couple of months but just cannot get behind Markdown blogging in an IDE, which seems to be the most common or popular way to create a blog. I find it far easier to use some web service that essentially amounts to a rich text editor. What would you recommend in this instance? Am I missing some obvious solutions or is getting the hang of Markdown just the way everyone recommends doing this? Well, I'm a plain-text fan. Writing posts using Markdown on a text editor is my favorite way to blog. You could write HTML files and publish them directly to the Intern…  ( 4 min )

May 5, 2025 - SM Aura, Taguig - If you’re like me and love gaming almost as much as you love Jollibee, then get ready—because this new drop is fire. 🔥 Just launched, Jollibee officially kicked off its first-ever GameJoy Con, and it’s bringing something awesome to the table: GameJoy Combos. These new meal sets don’t just satisfy your hunger—they also come with GameJoy Credits that you can use to top up your favorite mobile games. Yes, your Chickenjoy now comes with actual game joy! 🎉 GameJoy Con: Big Names, Lukewarm Impact GameJoy Con looked like a spectacle, with multiple personalities and creators in attendance hyping up the campaign. The event had the ingredients for a community-powered launch, but some fans and observers felt it didn’t quite live up to its full potential. While the e…  ( 5 min )

The Go SDK for Azure Cosmos DB is built on top of the core Azure Go SDK package, which implements several patterns that are applied throughout the SDK. The core SDK is designed to be quite customizable, and its configurations can be applied with the ClientOptions struct when creating a new Cosmos DB client object using NewClient (and other similar functions). If you peek inside the azcore.ClientOptions struct, you will notice that it has many options for configuring the HTTP client, retry policies, timeouts, and other settings. In this blog, we will cover how to make use of (and extend) these common options when building applications with the Go SDK for Cosmos DB. I have provided code snippets throughout this blog. Refer to this GitHub repository for runnable examples. Common retry scenari…  ( 12 min )

The Remy-Linguini Dynamic If you haven't seen the movie, here's the gist: Remy is an incredible chef with all the know-how, but he's a rat, so no kitchen access. Linguini is a kitchen worker with full access but little cooking skill. Together, they form a symbiotic relationship: Remy hides under Linguini's hat and guides him on what tools to use and when. If a customer orders fries, Linguini might freeze, but Remy scopes out the kitchen, sees what's available, and gives step-by-step instructions: "Grab a knife and a cutting board. Now slice the potato." Then, Linguini executes the plan. Agentic systems work similarly. You have three core components: A Large Language Model (LLM) An Agent Tools The LLM is like Remy; it is full of knowledge and reasoning, but has no hands-on access. Th…  ( 7 min )

Introduction In today's interconnected world, verifying educational achievements has become increasingly important. Traditional paper certificates are susceptible to loss, damage, and forgery. Moreover, sharing these credentials across borders or institutions can be cumbersome. Digital credentials offer a solution—secure, verifiable, and easily shareable representations of academic accomplishments. This article explores how digital credentials, particularly those using decentralized identity technologies, are transforming the way we recognize and share educational achievements. The Limitations of Traditional Credentials Traditional educational credentials, such as paper diplomas and transcripts, have several drawbacks: Vulnerability to Fraud: Paper certificates can be easily forged, leadin…  ( 5 min )

In the world of digital communication, email remains one of the most powerful tools for businesses. Yet, even with the best content and design, your emails might still end up in the dreaded spam folder or worse, never reach your audience at all. If you've noticed low open rates or minimal engagement, email deliverability issues could be the culprit. Let’s explore why your emails aren’t reaching inboxes, and more importantly, how to fix it. Email deliverability refers to the ability of your email campaigns to reach your subscribers' inboxes. It’s not just about sending an email successfully; it’s about making sure it lands where it's supposed to—the inbox, not the spam folder. Deliverability is influenced by several technical and content-related factors that email service providers (ESPs) u…  ( 5 min )

Introduction Are you working with multiple instances of TaskListView in your SwiftUI application and encountering a challenge with task state synchronization? If marking a task as complete or incomplete in one instance doesn’t reflect in another dynamically, you’re not alone. This article discusses how to maintain synchronized state across instances of TaskListView, enhancing your SwiftUI app's user experience. Understanding the Problem When you have multiple instances of TaskListView, it’s essential to ensure that they can communicate with each other and reflect the same state changes in real-time. The common approach is to maintain a centralized state that allows both instances to read from and write to the same source. This is particularly crucial in applications where real-time data up…  ( 5 min )

Risk Management in Dev Projects: Identifying, Assessing, and Mitigating Technical Risks Pratham naik for Teamcamp ・ May 7 #webdev #productivity #devops #opensource  ( 2 min )

Types of Hosting There are 4 main types of hosting, depending on your needs, budget, and technical skills: What it is: Multiple websites share the same server and resources. Best for: Beginners, small websites, blogs. Pros: Cheap, easy to use. Cons: Limited performance, less control, security risk from other users. Examples: Hostinger, Bluehost, GoDaddy, Namecheap What it is: A physical server divided into virtual servers. You get dedicated resources. Best for: Developers, small-to-medium apps, testing environments. Pros: More control, better performance than shared. Cons: Needs basic sysadmin knowledge (SSH, Linux, Docker). Examples: DigitalOcean, Linode, Hetzner, Vultr What it is: You get the whole physical server just for your app. Best for: Large apps, enterprise workloads, high-traffic systems. Pros: Full control, top performance. Cons: Expensive, requires advanced knowledge to manage. Examples: OVH, Liquid Web, IBM Cloud Bare Metal What it is: On-demand infrastructure with autoscaling, storage, and other services. Best for: Scalable apps, modern deployments, CI/CD workflows. Pros: Scales easily, pay-as-you-go, supports containers/microservices. Cons: Learning curve, can be costly over time if not optimized. Examples: Cloud providers: AWS (EC2, ECS, Lightsail), Azure, Google Cloud PaaS: Render, Railway, Heroku, Vercel (frontend), Netlify (frontend) Some hosts specialize in Docker/Kubernetes: For Docker Compose: VPS (DigitalOcean, Hetzner) For Kubernetes: AWS EKS, Azure AKS, GCP GKE, or K3s on your VPS If you found this helpful, consider supporting my work at ☕ Buy Me a Coffee.  ( 3 min )

Implementing a JavaScript plugin system using Rust with Deno can be an exciting challenge. This guide explores how to set up such a system that can integrate JavaScript execution alongside Rust's efficiency while leveraging Deno's secure permission model and web APIs. Understanding Deno and its Permission Model Deno is a modern runtime for JavaScript and TypeScript that offers robust security through permissions. It allows developers to run JavaScript code outside of a browser-controlled environment with controls over which files and network access is available. This makes it an ideal candidate for implementing a plugin system where different scripts can be executed with varying levels of control. Setting Up Your Rust Project with Deno To get started, you need to create a new Rust project.…  ( 5 min )

Learning Swift: The Basics of iOS Development If you're looking to dive into iOS development, Swift is the language you need to learn. Developed by Apple, Swift is powerful, intuitive, and designed specifically for building apps across Apple’s ecosystem—iOS, macOS, watchOS, and tvOS. In this guide, we’ll cover the fundamentals of Swift and how to get started with iOS development. Whether you're a beginner or an experienced developer exploring mobile development, this article will help you grasp the core concepts. Why Learn Swift? Before jumping into the syntax, let’s discuss why Swift is a great choice: Modern & Fast – Swift is optimized for performance and includes modern programming features like type inference, optionals, and memory management. Easy to Read – Its clean syntax makes it e…  ( 5 min )

Buy Me a Coffee☕ *My post explains variable assignment in Python. You can unpack the iterable which has zero or more values to one or more variables as shown below: *The number of variables must match the number of values unless a variable uses *. v1, v2, v3 = [0, 1, 2] v1, v2, v3 = [0, 1] # ValueError: not enough values to unpack (expected 3, got 2) v1, v2, v3 = [0, 1, 2, 3] # ValueError: too many values to unpack (expected 3) *The one or more values with one or more commas(,) are a tuple. v1, v2, v3 = [0, 1, 2] v1, v2, v3 = range(0, 3) v1, v2, v3 = 0, 1, 2 # Tuple v1, v2, v3 = (0, 1, 2) print(v1, v2, v3) # 0 1 2 *By default, only keys are assigned to variables from a dictrionary same as using keys(). v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"} v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"}.keys() print(v1, v2, v3) # name age gender *values() can get only the values from a dictionary. v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"}.values() print(v1, v2, v3) # John 36 Male *items() can get both the keys and values from a dictionary. v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"}.items() print(v1, v2, v3) # ('name', 'John') ('age', 36) ('gender', 'Male') print(v1[0], v1[1], v2[0], v2[1], v3[0], v3[1]) # name John age 36 gender Male v1, v2, v3, v4, v5 = "Hello" print(v1, v2, v3, v4, v5) # H e l l o  ( 3 min )

Mobile Navigation Menu How To, for Web Applications This tutorial explains How to Create a Vertical Navigation Menu for Smartphones and Tablets Using CSS and JavaScript. Imagine a top horizontal bar in a smartphone. There is the menu icon at the right of the bar, and the logo at the left of the bar. When the icon is clicked, a vertical menu bar appears below the top bar, pushing the main document content downwards. When the icon is clicked again, the vertical menu bar disappears and the main document content rises up to its original placement. Do not confuse between a menu and a menu icon. A menu is a list of items. The list may be vertical or horizontal. For this tutorial, the list is vertical. The menu icon is a small button having three horizontal bars. When the menu icon i…  ( 11 min )

Originally written at pooyan.info Who is the author? Check out my profile on LinkedIn. Vendor lock-in refers to a situation where an organization becomes overly dependent on a specific vendor's products or services, making switching to alternatives costly, time-consuming, or technically difficult. Over the years, many companies have experienced frustration when trying to move away from large vendors like IBM, Microsoft, or Oracle due to contractual constraints, proprietary technologies, and sudden pricing changes. A recent example is VMware's acquisition by Broadcom, followed by significant pricing changes that disrupted many businesses. In startup environments, it's common to hear voices urging multi-cloud strategies or insisting on only using "cloud-agnostic" tools to avoid a potential l…  ( 7 min )

Introduction If you’ve ever encountered the no main manifest attribute error while trying to run a JAR file in Java, you’re not alone. This common issue arises when the JAR file lacks the necessary metadata to specify the entry point of your application. This article will guide you through understanding this error, configuring your pom.xml file correctly, and successfully packaging your Java application into a runnable JAR file. Understanding the Error When you package a Java application into a JAR file, the Java Runtime Environment (JRE) looks for a specific entry in the JAR's manifest file to understand where the main class is located. If this entry is missing, Java throws the no main manifest attribute error. This typically happens when the maven-jar-plugin isn't correctly configured in…  ( 5 min )

Leapcell: The Best of Serverless Web Hosting The Python code style guide is not set in stone. It evolves continuously with the development of the language. Some old conventions are gradually phased out, and new ones keep emerging. At the same time, many projects have their own coding style guides. When there are conflicts, the project-specific guides should be followed first. However, there is an important principle to keep in mind: "The stupid persistence in consistency is the monster of ignorance", which is a profound insight from Guido. Since code is often read more frequently than it is written, the core goal of the style guide is to improve code readability and keep all kinds of Python code consistent. As PEP20 says, "Readability counts". The style guide emphasizes consistency. While …  ( 10 min )

Leave a comment below to introduce yourself! You can talk about what brought you here, what you're learning, or just a fun fact about yourself. Reply to someone's comment, either with a question or just a hello. 👋 Come back next week to greet our new members so you can one day earn our Warm Welcome Badge!  ( 3 min )

In today's financial landscape, managing personal finances effectively has become increasingly complex. As a developer who was frustrated with existing solutions, I set out to build WiseCashAI - a completely free, browser-based personal finance tracker that leverages AI to provide intelligent insights and automate financial management tasks. Financial management apps often come with significant limitations: subscription fees, privacy concerns, limited customization, and lack of intelligent features. WiseCashAI addresses these issues by providing: A 100% free solution with no hidden costs Complete privacy with browser-based storage (your financial data never leaves your device) AI-enhanced features for intelligent financial management Seamless synchronization across devices via Google Drive…  ( 5 min )

Quando se trata de desenvolvimento web fullstack para aplicações empresariais, poucas combinações oferecem a solidez e a maturidade de Angular no frontend e Java no backend. Esta stack tecnológica continua sendo uma escolha popular para sistemas que exigem confiabilidade, segurança e escalabilidade. Como desenvolvedor que já trabalhou em vários projetos usando essa combinação, posso compartilhar que a curva de aprendizado inicial pode parecer íngreme, mas os benefícios a longo prazo são substanciais. Na minha experiência, existem várias razões convincentes para escolher esta stack: Tipagem forte em toda a aplicação - TypeScript no Angular e Java no backend proporcionam um ambiente completamente tipado, reduzindo erros em tempo de execução Arquitetura corporativa madura - Ambas as tecnologi…  ( 6 min )

In this article, we are going to review API layer in /apps route in ACI.dev platform. We will look at: Locating the /apps route apps folder API layer in apps/page.tsx This /apps route loads a page that looks like below: ACI.dev is the open source platform that connects your AI agents to 600+ tool integrations with multi-tenant auth, granular permissions, and access through direct function calling or a unified MCP server. ACI.dev is open source, you can find their code at aipotheosis-labs/aci. This codebase has the below project structure: apps backend frontend frontend ACI.dev is built using Next.js, I usually confirm this by looking for next.config.ts at the root of the frontend folder. And there is a src folder and app folder inside this src folder. This means t…  ( 4 min )

Why Learning to Code is So Damn Hard Rachel Moser for The Odin Project ・ Mar 16 #webdev #programming #theodinproject  ( 2 min )

import time import requests BEARER_TOKEN = "A" user_name = 'apex_ether' url = f"https://api.twitter.com/2/users/by/username/{user_name}" headers = {"Authorization": f"Bearer {BEARER_TOKEN}"} params = { "user.fields": "id,name,username,created_at,description,location,url,profile_image_url,protected,verified,public_metrics" } response = requests.get(url, headers=headers, params=params) time.sleep(5) # 即使查不到用户信息 响应码也是200，这里不会报错 response.raise_for_status() res_data = response.json() # {'data': {'location': 'Mempool', 'description': 'building @veildotcash', 'id': '1052847943185661952', 'name': 'Apex777.eth', 'username': 'apex_ether', 'profile_image_url': 'https://pbs.twimg.com/profile_images/1743420564436324352/eY2NN3QI_normal.jpg', 'public_metrics': {'followers_count': 6887, 'following_count': 939, 'tweet_count': 5250, 'listed_count': 81, 'like_count': 10249, 'media_count': 538}, 'url': 'https://t.co/nIOHUjJyDF', 'protected': False, 'verified': False, 'created_at': '2018-10-18T09:04:45.000Z'}} print(f'用户详情：{res_data}') # user_id = res_data.get('data', {}).get('id')  ( 3 min )

Responsive design used to mean endless media queries, rigid breakpoints, and lots of trial and error. But modern CSS offers something better — the power of clamp(). Still, using clamp() across different layout properties (like spacing, widths, typography) isn't always intuitive. So let’s simplify it. clamp()? Here’s what the right tool can help you with: ✅ Boost productivity ✅ Cut down on trial-and-error ✅ Write cleaner, scalable CSS ✅ Build fluid layouts with fewer breakpoints ✅ Preview and optimize shorthand styles (padding, margin, etc.) Whether you're designing for typography or layout, these tools remove the guesswork from creating smooth, scalable styles. Typography scaling with typescales for headings, body, and captions Spacing control for margin, padding, and gap, includi…  ( 4 min )

Installing AWS CLI v2 on WSL (Ubuntu) This guide walks you through installing the AWS Command Line Interface (CLI) version 2 on Windows Subsystem for Linux (WSL) with Ubuntu. WSL with Ubuntu installed Internet connection Basic terminal knowledge There are two main methods to install AWS CLI v2 on WSL Ubuntu: This is the recommended method as it installs the latest AWS CLI v2 directly from Amazon. # 1. Update your Ubuntu packages sudo apt update sudo apt upgrade -y # 2. Install unzip if you don't have it already sudo apt install -y unzip curl # 3. Download the AWS CLI v2 installation package curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip" # 4. Unzip the installer unzip awscliv2.zip # 5. Run the install program sudo ./aws/install # 6. Verify the insta…  ( 4 min )

Here’s a standard and scalable directory structure for a Point of Sale (POS) system using MVVM architecture in Swift, with clean separation of concerns and real-world modularity: POSApp/ │ ├── App/ │ ├── AppDelegate.swift │ ├── SceneDelegate.swift │ └── Environment/ │ └── AppEnvironment.swift │ ├── Coordinators/ │ ├── AppCoordinator.swift │ └── Modules/ │ ├── AuthCoordinator.swift │ ├── ProductCoordinator.swift │ ├── CartCoordinator.swift │ └── CheckoutCoordinator.swift │ ├── Modules/ │ ├── Auth/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Product/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Cart/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├─…  ( 4 min )

Here’s a standard and scalable directory structure for a Point of Sale (POS) system using MVVM architecture in Swift, with clean separation of concerns and real-world modularity: POSApp/ │ ├── App/ │ ├── AppDelegate.swift │ ├── SceneDelegate.swift │ └── Environment/ │ └── AppEnvironment.swift │ ├── Coordinators/ │ ├── AppCoordinator.swift │ └── Modules/ │ ├── AuthCoordinator.swift │ ├── ProductCoordinator.swift │ ├── CartCoordinator.swift │ └── CheckoutCoordinator.swift │ ├── Modules/ │ ├── Auth/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Product/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Cart/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├─…  ( 4 min )

🚀 12+ Must-Have Free JSON APIs for Developers in 2025 Looking to supercharge your next project with real, reliable, and ready-to-use data? Say hello to AquaScript — your ultimate hub for free, blazing-fast JSON APIs that make development smoother, smarter, and more fun! 💻✨ 🚫 No Sign-ups or API Keys: Instant access — no barriers, no strings attached. ⚡ Lightning-Fast Responses: Optimized for speed to keep your development process smooth. 📚 Diverse Data Categories: From books and movies to jokes and recipes, we've got a wide range of data sets. 🔄 Regular Updates: Our APIs are constantly updated to ensure data relevance and accuracy. Access detailed information on book titles, authors, genres, and more. Retrieve comprehensive movie data, including ratings, cast, and streaming availability. Fetch a vast collection of inspirational, funny, and motivational quotes. Get clean jokes suitable for all audiences, including tech-specific humor. Generate mock user data for testing and development. Discover a variety of recipes with ingredients, instructions, and nutritional information. Access song metadata, lyrics, and artist information. Visit AquaScript and start integrating these powerful APIs into your projects today. Whether you're building an app, a website, or just experimenting, AquaScript provides the tools you need — free, fast, and reliable. Found AquaScript helpful? Share it with your fellow developers and help others discover this valuable resource. Let's build amazing things together! 🌟 Contact: support@aquascript.xyz Subscribe Channel: https://youtube.com/@aquascript-apis?si=hfXTbDmZdWx3AHf9  ( 3 min )

Managing keys for your Lua scripts can be crucial for ensuring security and functionality, especially if you're looking to control access without relying on expensive or complex services. In this article, we'll guide you through creating a simple key management system in Lua that enables you to generate, manage, and validate keys easily. Understanding Key Management in Lua Key management in programming is essential for controlling who has access to your application or script's features. As a beginner, you might struggle with various third-party solutions that can be confusing or costly. By developing your own key management system in Lua, you can tailor it to your needs without unnecessary complexity. Why You Need a Custom Key Management System Cost-Effective: Instead of paying for service…  ( 5 min )

“A maior revolução da nossa era não é industrial, nem digital na verdade é cognitiva. E a protagonista é a famigerada Inteligência Artificial.” 🚀 Este post é um resumo expandido do nosso vídeo no YouTube Gravamos um episódio especial para discutir o impacto real da Inteligência Artificial na sociedade, na economia e no futuro do desenvolvimento de software. Agora, com novas reflexões e termos que surgiram após a gravação como o "Vibe Coding" decidimos ampliar essa conversa por aqui. Se você quiser a experiência completa em vídeo, assista ao episódio no YouTube: youtube - Explorando a AI Moderna A Inteligência Artificial (IA) deixou de ser um conceito de ficção científica para se tornar uma das forças mais influentes na transformação da sociedade contemporânea. Presente nos assistente…  ( 9 min )

Today I need to find a suitable foundational library for video processing. FFMpegCore works for one-shot things but despite a fluent API, its interface is still too command line like. Here is what I found out: OpenCvSharp LibVLCSharp FFMediaToolkit Frames ✅ decode / encode ✅ (via callbacks) ❓ Audio ❌ ✅ decode / encode / mux ❓ Extra libs ~5 MB/platform +7 MB +7 MB Licence Apache‑2.0 LGPLv2.1 MIT Platforms Win / mac / Linux / Arm Win / mac / Linux / iOS / Android Win / mac / Linux LibVLCSharp seems more focused on directly displaying things (e.g. in Xamarine and WPF) instead of low-level API based processing; FFMediaToolkit, on the other hand, still depends on FFMPEG and can't avoid licensing issue. Eventually, I had to go with separate video + audio processing in favor of OpenCvSharp (it's Apache-2.0 by the way). Notice OpenCVSharp has some advantage over EmguCV for custom dev: OpenCvSharp Emgu.CV Licence Apache-2.0 (fully permissive) GPL v3 or commercial licence Interop model Pure P/Invoke (no C++/CLI), works on any .NET core runtime Historically C++/CLI wrapper (needs Windows for full feature set), .NET Standard P/Invoke layer added later NuGet size (native) 4–6 MB per RID (modular runtime packages) 30 MB + for the “opencv‑world” monolith, or 90 MB for emgucv‑runtime‑ubuntu GPU (CUDA) support Provided in separate OpenCvSharp4.runtime.dnn package Official CUDA builds, but Windows‑only binaries unless you compile yourself API surface ~1:1 with OpenCV C++ names (easy to port C++ samples) Thicker .NET façade (e.g. Image types), extra helpers Cross‑platform stability Actively tested on Windows / Linux / macOS / arm64 Windows the main focus; Linux/macOS possible with libopencv from distro or big runtime package Learning curve If you know OpenCV C++ you feel at home Higher‑level abstractions can be friendlier for newcomers Commercial support Community‑driven Paid licences & support available from Emgu CV, Inc.  ( 3 min )

"Just because it’s one database doesn’t mean it should act like one app." Managing multiple applications using a single database with multiple schemas sounds clean—until things start to break under load. Here's what we learned the hard way and how you can handle it better. We had: 🧵 Microservices for modules like user-service, order-service, etc. 🗃️ All shared the same PostgreSQL DB using dedicated schemas (user_schema, order_schema, ...). 🪝 Each app pointed to the same datasource (JDBC URL), but with different search_path schema config. What we expected: Clean schema separation with easy analytics and joins. What we got: Connection leaks, poor connection pool behavior, and schema confusion. With one shared datasource and multiple apps hitting the DB simultaneously, connections kept tim…  ( 4 min )

Introduction Understanding memory allocation in Rust, especially heap allocation, is crucial for writing efficient and safe programs. A common point of confusion arises when working with stack and heap memory, as illustrated by discussions in the Rust community. There has been notable inquiry surrounding issues like stack overflow errors, which are often linked to how Rust manages memory. In this article, we will explore how Rust handles heap allocation and clarify why it behaves the way it does. What is Heap Allocation in Rust? Heap allocation in Rust occurs when we need to allocate memory dynamically, which is often necessary for larger data that cannot fit on the stack. The Rust programming language helps manage memory through a system of ownership, borrowing, and its smart pointers lik…  ( 5 min )

Abstract This post explores the evolving landscape of open source funding and blockchain project funding for new initiatives. We explain how modern funding models, decentralized finance, and tokenization are reshaping sustainable innovation. The post covers background, core concepts, practical use cases, challenges, and emerging trends. By using tables, bullet lists, and easy-to-read language, we deliver technical insight for both developers and investors. Key topics include corporate sponsorship, decentralized finance, tokenized open source licenses, and community-driven models that democratize access to funding. Open source software and blockchain projects can revolutionize how innovation gets funded. Today, new models like corporate sponsorships, decentralized finance (DeFi), and toke…  ( 8 min )

Perl has long been celebrated for its text processing capabilities and its adaptability in various scripting tasks. The Comprehensive Perl Archive Network (CPAN) is a large repository of Perl software and documentation, offering thousands of modules that extend Perl's functionality. In this article, we'll explore some of the notable CPAN modules that every Perl developer should consider using. Moose Moose is a postmodern object system for Perl 5, aiming to provide high levels of flexibility while retaining simplicity. It streamlines the process of creating Perl classes by providing powerful and unconstrained object-oriented programming capabilities. Moose enhances readability and maintainability, making it a favorite among Perl developers. Simple declaration of attributes and classes. Ro…  ( 4 min )

When building components in Ruby using the Phlex library, developers often want the flexibility to use yield multiple times within a single component. The question arises: “Is it possible for a Phlex component to yield more than once?” In this blog post, we will explore this concept, the workings of the Phlex library, and provide a solution to achieve the desired functionality without modifying the method signatures. Understanding Phlex Components Phlex is a powerful library for creating HTML components in Ruby. It allows developers to craft reusable components easily while leveraging the power of Ruby's block syntax. The yield statement in Ruby is often used to pass control from a method back to a block that is supplied at the point of the method call. In traditional Ruby blocks, the stru…  ( 5 min )

Exception handling is an essential aspect of writing robust Perl programs. It ensures that your code can gracefully handle unexpected events or errors without crashing. In 2025, Perl continues to be relevant, with several tools and libraries that make exception handling more intuitive for developers. This guide will take you through the steps to effectively manage exceptions in your Perl programs. Exception handling in Perl involves capturing and managing errors that may occur during the execution of a program. The goal is to prevent these errors from disrupting the program's workflow and to provide clear error messages or logging for troubleshooting. Robustness: Improves the reliability of your applications. User Experience: Ensures that users receive meaningful feedback instead of crypti…  ( 4 min )

Let’s talk about something few developers admit out loud: we're still doing integration wrong. Sure, we’ve moved beyond FTP dumps and cron jobs—hopefully. But even now, in 2025, it’s shocking how often integration is an afterthought. We default to old habits: point-to-point connections, fragile middleware setups, and hand-rolled glue code. It feels productive… until everything breaks. If you’ve ever untangled a mess of connectors, patched together five tools to talk to each other, or babysat a brittle pipeline at 2 a.m.—you know what I mean. The Problem Isn’t That We Don’t Care—It’s That We Start in the Wrong Place Integration usually begins with one request: "We just need to connect System A to System B." So we wire it up. Then System C comes in. Then D. And suddenly we’re dealing with …  ( 4 min )